{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "naive-forecast.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/lmoroney/tfbook/blob/master/chapter9/naive-forecast.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zX4Kg8DUTKWO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y7QztBIVR1tb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "e1d20b7d-e283-4648-9aae-c08a18aeb9da"
      },
      "source": [
        "try:\n",
        "  # %tensorflow_version only exists in Colab.\n",
        "  %tensorflow_version 2.x\n",
        "except Exception:\n",
        "  pass\n"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TensorFlow 2.x selected.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t9HrvPfrSlzS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import tensorflow as tf\n",
        "print(tf.__version__)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I9x4GjlEVTQN",
        "colab_type": "text"
      },
      "source": [
        "The next code block will set up the time series with seasonality, trend and a bit of noise. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gqWabzlJ63nL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "outputId": "b6f9c404-6ffa-4f82-fa4b-68f0baaafb95"
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "\n",
        "def plot_series(time, series, format=\"-\", start=0, end=None):\n",
        "    plt.plot(time[start:end], series[start:end], format)\n",
        "    plt.xlabel(\"Time\")\n",
        "    plt.ylabel(\"Value\")\n",
        "    plt.grid(True)\n",
        "\n",
        "def trend(time, slope=0):\n",
        "    return slope * time\n",
        "\n",
        "def seasonal_pattern(season_time):\n",
        "    \"\"\"Just an arbitrary pattern, you can change it if you wish\"\"\"\n",
        "    return np.where(season_time < 0.4,\n",
        "                    np.cos(season_time * 2 * np.pi),\n",
        "                    1 / np.exp(3 * season_time))\n",
        "\n",
        "def seasonality(time, period, amplitude=1, phase=0):\n",
        "    \"\"\"Repeats the same pattern at each period\"\"\"\n",
        "    season_time = ((time + phase) % period) / period\n",
        "    return amplitude * seasonal_pattern(season_time)\n",
        "\n",
        "def noise(time, noise_level=1, seed=None):\n",
        "    rnd = np.random.RandomState(seed)\n",
        "    return rnd.randn(len(time)) * noise_level\n",
        "\n",
        "time = np.arange(4 * 365 + 1, dtype=\"float32\")\n",
        "baseline = 10\n",
        "series = trend(time, .05)  \n",
        "baseline = 10\n",
        "amplitude = 15\n",
        "slope = 0.09\n",
        "noise_level = 6\n",
        "\n",
        "# Create the series\n",
        "series = baseline + trend(time, slope) + seasonality(time, period=365, amplitude=amplitude)\n",
        "# Update with noise\n",
        "series += noise(time, noise_level, seed=42)\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time, series)\n",
        "plt.show()"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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w2NZ317k9aFKttFSK6dUeuGCYre/Su+/8ofjj1BGh93+3ucOAUsh/2ag+hinjQcUFbbIH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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UfdyqJJ1VZVu",
        "colab_type": "text"
      },
      "source": [
        "Now that we have the time series, let's split it so we can start forecasting"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_w0eKap5uFNP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 761
        },
        "outputId": "4b339055-2f7a-47b1-85ae-2a60d2900536"
      },
      "source": [
        "split_time = 1000\n",
        "time_train = time[:split_time]\n",
        "x_train = series[:split_time]\n",
        "time_valid = time[split_time:]\n",
        "x_valid = series[split_time:]\n",
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_train, x_train)\n",
        "plt.show()\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_valid, x_valid)\n",
        "plt.show()"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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rh0yxMCAS0tI5ZKb63ohNhpnOIdO1rpe9ILoOCTKCIAiiy3RzxCkjcljUrxm4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\nkBERERGV2P8HC6VghSdoj54AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5F2JwcLu6Pb2vA2vX44YbrwDu+RF2XLodgzddgNz+MeDJx3D5lVej6/BeYHoG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\nIEkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bjD8ncEZbjEW",
        "colab_type": "text"
      },
      "source": [
        "# Naive Forecast"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pj_-uCeYxcAb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "naive_forecast = series[split_time - 1:-1]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JtxwHj9Ig0jT",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        },
        "outputId": "086d2047-3fb5-406e-b4da-928a2e28ae0c"
      },
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_valid, x_valid)\n",
        "plot_series(time_valid, naive_forecast)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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RtZkQsK0TpMbimWSkM7WZpCs4ZHEtGFbnE4iZWDFJv3R+Jl1B5jhkcRKjMASm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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fw1SP5WeuixH",
        "colab_type": "text"
      },
      "source": [
        "Let's zoom in on the start of the validation period:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D0MKg7FNug9V",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "outputId": "9f97a8c1-dc2f-4b98-ad1f-a0711fa9bf30"
      },
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_valid, x_valid, start=0, end=150)\n",
        "plot_series(time_valid, naive_forecast, start=1, end=151)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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xoi74E9CY2lyHrDbEd6sRQSYIgiBsmEKQPHGqW4oEd3CKSXq0PZssNSMvjCDK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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "35gIlQLfu0TT",
        "colab_type": "text"
      },
      "source": [
        "You can see that the naive forecast lags 1 step behind the time series."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Uh_7244Gsxfx",
        "colab_type": "text"
      },
      "source": [
        "Now let's compute the mean squared error and the mean absolute error between the forecasts and the predictions in the validation period:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "byNnC7IbsnMZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "ba3e7edf-d1a7-49e7-d470-def30c89ff08"
      },
      "source": [
        "print(keras.metrics.mean_squared_error(x_valid, naive_forecast).numpy())\n",
        "print(keras.metrics.mean_absolute_error(x_valid, naive_forecast).numpy())"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "76.4749\n",
            "6.8992977\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WGPBC9QttI1u",
        "colab_type": "text"
      },
      "source": [
        "That's our baseline, now let's try a moving average:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YGz5UsUdf2tV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def moving_average_forecast(series, window_size):\n",
        "  \"\"\"Forecasts the mean of the last few values.\n",
        "     If window_size=1, then this is equivalent to naive forecast\"\"\"\n",
        "  forecast = []\n",
        "  for time in range(len(series) - window_size):\n",
        "    forecast.append(series[time:time + window_size].mean())\n",
        "  return np.array(forecast)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HHFhGXQji7_r",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        },
        "outputId": "46625d25-2aa4-42dd-e060-b1e15ffca6cd"
      },
      "source": [
        "moving_avg = moving_average_forecast(series, 30)[split_time - 30:]\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_valid, x_valid)\n",
        "plot_series(time_valid, moving_avg)"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ud3JSHZ1dWLZsmecerV6zDvsPOiJGN21UxgEdwJGedOQ53ti6CckeA2mDe+fZ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\niw0t+H/PKMUAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wG7pTAd7z0e8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "66024643-9865-46d1-84c8-2644580d380b"
      },
      "source": [
        "print(keras.metrics.mean_squared_error(x_valid, moving_avg).numpy())\n",
        "print(keras.metrics.mean_absolute_error(x_valid, moving_avg).numpy())"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "49.04444\n",
            "5.5328355\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JMYPnJqwz8nS",
        "colab_type": "text"
      },
      "source": [
        "That's worse than naive forecast! The moving average does not anticipate trend or seasonality, so let's try to remove them by using differencing. Since the seasonality period is 365 days, we will subtract the value at time *t* – 365 from the value at time *t*."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5pqySF7-rJR4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "outputId": "1b2ae028-6bce-407f-8f13-5483dca87661"
      },
      "source": [
        "diff_series = (series[365:] - series[:-365])\n",
        "diff_time = time[365:]\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(diff_time, diff_series)\n",
        "plt.show()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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jZ1K3dA/HnwpxtVgAg3ASSnubFoIY45VMZmbUR+KVXJ8txPiuaFZx1RPJSopB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8f0oPN3UGkoBz9yffKEvnjaUfj6mbO1x0XMNLl91Q816vOXjyT5aDUqfPTUPfmgTwVjchDSZOUS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\nCIKoEqR4EQRBEARBVIn/DwwqRAzX9ndEAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xPlPlS7DskWg",
        "colab_type": "text"
      },
      "source": [
        "Great, the trend and seasonality seem to be gone, so now we can use the moving average:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QmZpz7arsjbb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "outputId": "05cebcd5-bac9-4b32-e315-c6b1953555e4"
      },
      "source": [
        "diff_moving_avg = moving_average_forecast(diff_series, 50)[split_time - 365 - 50:]\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_valid, diff_series[split_time - 365:])\n",
        "plot_series(time_valid, diff_moving_avg)\n",
        "plt.show()"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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wH/Dvipnrs1f/Z3//d+7DWz98O5baCZQezLVhIsZU0Xiof46wYchx8OwSDp/v\nrdMyhlczRqp1rUFxLRhU4+Xn8fJ3MCgzsp84MmuOuZjwV4++jH/8sa8PZPyb/uUFViiWSgK4dBgv\n/qvQKfxxsK6rkdop7Ws7zLxoJ+dWazFVpO9K0iyVRSOOnL6z0klHsvtIFerkIUwDbfRHb9mF7/qt\newvHHp9dQaI0TvWoD36bddqKybE4QD8oi2ps95HOYpAFhZseqPbP1h1ieIG5Go2Fnze4pEi1Uied\n6tPVyBsaF/CGUKnxSlkC1YqBrG6ahFQV00lYKtz9fP+ZbFPmtSTh4+JH3p/6mUAN41Vx/Xaiaj0b\ny3jF+dZQvc+9Ftioxn41Xtp5z++tm6hSltIcs9GK4iFjfiXLhzaIcRSKasyCPeAYXuMeGUXorlHj\n5e6rVzyHn8gy1XUnzux31vAaXp9KlKo1sXbzg9pJikYUoRHHztiosf66yJDhXzhGFdtoGeq617qs\nOffFePW5y0YGXseMuOiD8VpLVGP2u/Htv2J4wWaup0be9Qwu/uCtq7E/cb1zjh6pCqrSSSSprrz2\nqflVzC13nUmjqu9qnf139izsoaEi1m8QcTunrx3Gqx9xParLB2SGV50Oq7RGFGViT26EjoqmXk0G\nZCfY4alyB+Su6i2u7w4QmTQMnF/qVIbNDwqzm8QaDC/HmM1ZQ+qbW1qNTcMSGnH9oIyXtmLnoKuR\n9mpk9Van73eM4ZW5Godp/Pu7N5SBxvJ2V6HZiNCIi2PdeqeXqKNRpfbdz+Kx11zEmas6Rgm1p0GC\nInhRHFdjH1sW1QkOK163HuGw0RDDC2zLIM+n3U6LjBcZHVPN/jLXc4aj1/6OVZMoZa7PylX8/l/+\n1934L195vmekkjlfYPVvxP0lvyN2qpMqfOGp430ZYHyvxoHF9SSOrrhuXcYrMdqPyAk0GEafXWwn\nheSDw8rjReVsNSInnUTZaTdqw+d/8scP4x9/7OtDP69heQa4rxDjQJoQ+miyFW8altBuaTZYebXW\nLMCo+D3to8q3sakljs779LbJ4RtePJK3+rjsmqtJatNJBAzu9USZHpOjinn3x+W6KRQonUS2yOxd\nzrUwXqWuRnJbl9z7L33pObzpP34ZAHOh9yWud/v0uEIML1hXY+pZ+LTS4w/erIgniHWqdw1uJPU2\nvMotfSedRODiF5Y6mF3uOmWuan+hTtsrJxQZnw/tP4f//S+fwFNHZyvuxrseW53xjjFI5vqqgatT\nl/FSeX6fOBp6VOPv370PP+xFsa4OIXN9mhsIjTiL0krScnE9YaOMiBdOLozk+oOEmhN0YLGhVKbx\novqbaMRjmU4ihO5aGS9YxnCXOTkAACAASURBVKsynQQz7uvYePS7UbgaU6VrLXp5gFQzjhB7Gi+N\n9WdG6oxfoQAQwnlv14C6YxYNsVtajVpGOrWnYUY19mK8bnngILtu/2MxP3QQNny9IIYXbFQjPTRi\nX2ilx1fV7a7raqy74g4J9MtgGSf3c1qdVSVQ7aYZde4aXhUdPKAPoHdlvyPDkdibfowmnkB14KhG\n71whtJO01sCcqmy1T6LbYYrrzy+1MeftybjSB9XOURDXa404IsZLB9sMv8ZGuRrzrjX0nQAS1o76\nhRGJsyZHGi+qv1YjHjuNSK8tzQY1IJTDeBXPYfdqpOPr9Y+OYbyGL67v5ouNXu5GbuzFcWQkBQSt\nR6fnLENZIAyHTX5dPOjEnCuir8t4UV1NNONa/YaMs4HE9c517Xs/GW8VBtF4+Sz2uEIMLxSjGqmz\n0mTlppPw8njV7LT9aLzK3EbkLppoxmjEUXBi6OabT3PXUtXgFEo4ZzRmJb+h/DnEDPbng89e/RVr\nfwlUw/XD0e7WY7yS3PCKIjhRjcMYi5OAO2TwPF72PWls4ihCqxHnWwZRue2Bs8t2ZTxo8sqXTi0M\nFDlIaOXJM3uxvP3CpDhYQ2StH7Cg2fOfbMam38+vdsdCaF82bvgMQb9QCmg2SDpR/N5OgMocU8dY\n8TVew2QQ66Z94caeYbwCz309UcdQqtqr0Te86mr86NtWI66ZzmEtjFfxuvzzfjRe/Swo+LMVjdeY\nI/Yy15sEqoENRf2oxrptklYPE424hrg+e/UHBCpHI1+5hToapWno19XIO3gvt9XcShb5RSvafsYt\na+ipgRmvKg2cOV+qak3KtNpvRBGUYlGNQ+i0nbSoMxs0c73PZBFTR4aXrRN73AVmeA0yeM4ud/A9\nH70PP/u5p/v+LWEyn9DbPVjefpGsSeNVHNCTnDWkes5YgayNvv0Xvoqf/8Kzay/0GlE2btg8WwNq\nvFCM7Oaw6SSyv1ONmmxTznjlrsZhZq4nI7PXoo+3+5j1c4LW6z9B99LQAjyCtDg++7rRuvs6Gja3\nGZ47fPia537A3YuhKP1QnXPvACcPBo1q3Og9OasghheYxku7Da3jrfQAO/iRu6+usJwGiu1Tzdoa\nL//M1ACbZHgFDAvKW+Pk8aooIx0WZLxKfjafd5B+aGN7PTvp8eSl/SVQ7T3QtLtpsON1EoV3/Oev\n4gtPHTflaI7I1ZgxXu55hpbHS2s0ogjNRpQbDcVyn1u0htcgbAO1iZkBdykAMgMGGL6rsav6b3uE\nUF0R22k0XjnjRXqar+w5sdYirxmrJX1k7VGNuofGy2W2a4u58/JuHYG4nrNvVeAsYCPXcvpj3XoT\nI3WiGn2DK3EML8/VWNPtTrXfikfPePHJi95yiU3o+i+zvIsdplvtZ0Hh5OYTjdd4gxgvetB+AlXf\n1dhqZBMeUN+qpoa2fbJZm/HyB0Fyd7QaMZoldDFN9u7gUn6tKiOmbEVGLix/QK4D7tqk91OtRp/i\n+uy1avDopGFX4/xqF3MrXfynW58x54ijLKqRi+uHsVjiTBRh8Mz13mShsoSQE404Y9bMKtr+hotw\nB2EbaLcFntuqX6zV1Xjb0ycKOjlgbcZGiNVMSeOV/91qZEELZ/PNoF+xbaLv6wwb7TLGaw1GKJC1\nGT/AyDl/YK9GoPfY5zNeo3A1Up99cN/ZkrK7rsZGXGS8hrHnaz+oM375jBc/9qRneIVYsRC4frGf\nPF79jM3mWoHrLrHtuEJthxteK84OEn0s7Nl5x02jySGGF4qDjtV2kavRZbyacWwE+f1mrt8+2cRK\nT3F9eEVE5SNXY2glQu4RXuY60TOJNxiFrk+gbVUGMbzMgJJaI2eq1ehLQ0NXK7us1ro0nQT9ZrmT\n4it7TuDRQ+cdcf0woxq7qsh4Darx4odTOH8jtowXTG4ze+D5Nboa6ZpriUYjxuvcUgd/dO/+vur1\nwlIH/+YvHseXnj5e+C7p09g4t9jGL33pOSSpCjIOqdLQ8KIalTas4Su3brzhVRaUQwbNwBovh/Eq\nft824noyBvLf9WhSvsZruK5GO/b8P3+7Bz/yyUew6+D50uMA2Mz1rI/wZ75eqEqQTbDjUPY3NyL8\nqMa6jBddrtmIavUbXzv40P5zjnFU51rZ++wPnjg8yHhdsOdeTaqPLYPDeInGa7xBG6UXNF7EeHla\npCwRX7kmIoQ0P+f2yWbpypVQtiUOlYMYN79haa1Nfpuuo/Gq0cEDx/caj/xopzowkznTeE004r78\n8SYdQEnd0xY6YQ1cVth2ovDLtz2P/WeW0DCi23qh3nXRTVTR8DJbZvSr8XKfT6pgxPWJCqeTOL+4\nNsNrGKLjVs4M3/HMSXzkKy/g2eP191f0+yEAfOnp4/jj+w70nULhgX1nccsDB3Hg7JJd2IQYr/wj\ncjUS4/XKMWC8VkuCHGxU49o1XmW7ZQA80g75a3Xd+1GNo2C8Dp5dwmcffTm7ntfG6ZkSbL4+3pes\nIbleoMtVNV1/DnDL7P7QRun2MLzy11ajblQjERFZvf70Z5/ALQ8c7Pm77Fr2/IvtbH/iRcach8bu\nI8yo6+WWLC2zw3iJ4TXWiKIIEXhUo3JeORvTSZShrIH6jcIwXrU0XtmrP65RORpxjGYcF1a4vAPy\nFVK1qzH/LV8F9jmw9mM08TxeXONVVY8/essjTofvZRxxatwfjPjgTy6sTFyPfMugIhsyKELbmgyu\n8bLvKWt3I86i0Topz1xvjzu3tDaN1zDEqRP5vqJkwCys1ndbhu7p3/7FE/iVLz/ft7HBXVMhVxnV\nKbWXiabrarxy+xgYXqWuxv6MUB8Z45VNBaFnbsT7ZAQE6i9YLpPHazQJVAG7FylQbAv+9ULpJOpm\n4b/nhdMFF9+gqLMdkB/RF/JImGPrMl7560QjrpfHyzCpVvNcV6vJy/ixe/bjf/nEQ1juVBteF5at\npIBfZ+A8XmJ4jT/iqOjTJsOCT1qdVKHZiBFXiFFDcFyNPTZlLTMsEmaoZIyXCn6fak9cX8PVmKri\n8b0YD8rv0g8zQoMN3yR7olmtOXjq5Vm8lCfizK7nlrNQLmZ4+YMRrxdagZHoNmVlGgbj1QmI6wfN\nXM9XkGS0xlGEiUaUJVANpJPg2qi1bvvB0U5SJ1VFFcjVeDZn3/oxvKq0K/2mUDB9o8SdTOwIfUS5\njs7khte23HjYSJRFhq41jxfXeIVO0fFcjcYg7nG94l6NwzO8Qs/QX1z41wsmUNX1+vpP/Omj+B9+\n/4G1FNmgDmNoxuUajJd/bBmMxqtmVKPN42XbV13jnh91YbmDC0tdI1GhcxWuF0gyHkeSx+uiRhRx\nTQs1uHxwVwHGK+qP8TLi+qne4nqUdEwaWJpxlserq8IDjVLamZAqtQSmYxcuX4iqJB0IwQzIfbRv\nLl6n++lleK0mynkGvaKCeN6pMuOVY7mTGhdEXbavDiijPK9/chf1rfFiz4f2l4ujKGc+lfmeF3t+\npWsMn4E0XiVl/OT9B2tPQpROgnQplAOun+tXRdrVZpxT2+5CrvRUZ4wXGbATeZqOswtZucdhCC/N\n4zWMqMZGuXTCZ7z6jmo0jNfwajGUXNMvj3892jKoyo1XhTML7YHLy9FrZxCg6D4MRZ3bY/PXHn3c\nGF6NuPZ2aoCt62zMrjeO+BHD3VRhuV0trg/lusyy7PexsHfag4jrxx5xVHQ1dpKiW6iTKCPGBvoQ\n11M6iclmz8z1ZRorch824gitfKsYDr61h5PHq+JyVHzumiyLdKRJ3F6v/5W2kzQ1sVGaZadQSmfb\n/wTykpVdN8R40T2F0lacnF8tRDUOY7FkBcD2s8H3avTYGZXn8cq1SDogrp9f7eKqXJu01iSIHGcX\n28Yg6QUjrs+Zo8V2gtnlTi2WtGol36/GK2Vi/JB73We8WnnQArkax8FtUabxMq7Gkme83Enw0qmF\n4HdAds+VmeuZ0aq1ru1qJKZkFJnrk8A9V7HbAJy0MUC5pGPU6DV+8e9sIEP5eG77SY/r5q/NuKbG\nyxsz/Wj5SrDDMiJAYZkxXiHDj7c9Ynf7DbxyNF6STmL8EYOL6/MGF9B4tZMUrUZc2Fi7FxKlEEUZ\n7d5JVWWnKxsQqCG1Gu4AYr+nycU1pKq3DKKVlf1Ml1yfUgMQeIesCydpKkuPUVYfwVxhpnzVvwEy\n+vqRA+fwtv90By4sdUoHDj+qcRgh5vS8eJJaKttaMten+eSXGeC0STbya9nj5lcSXLl9EsBgWwbx\n5+rsvabrP3MS15Ob4cWTC7jxF++sJdKtmhj71XhxN3yIseHPPY4y7VyiFM4ttfMybPwgXh7VWL0A\n+stdL+P7fv+BUsNHozqqkf+OC9Z7RjUmdvKMovpsSR2EtE/+/fuLrEbB8Co37DmG/exDiyQfPrtY\nzXjVG7PoZxPNelGN5Prj6UTqGjOONCLXVXJtc1nyb8Iq25pPohovYkRM4+Vvku1HNVI6B6C+ADlR\n2eBGGe+r3I3lGi/GeOV79HF0WQfsBhiiqmuFxPj+73zGay1bBgF2YKyKaqR6CmnW6jBeqdY4cn4Z\ny50UpxfapYP/KKIa/fpxQ6T7m4ScPF5KGwOhlW/mHHKRzq10jSi8OwDt7qxAE3fyrVs9vrFOYuh7\nayRlrUrtYRivuhovpkf0N8d2rpW7cDODVhtmbxzG8PLM9cXJmeP8UhurXVVaV0rVy1xP10gDbS1c\nLtu/W3kQyLAQYtv9+/f/9tNJ1JUVDPvZ12HafGMqpMH1j+1ny6C626kBnquxZmU4C8X8ufcS1/N7\nJCNtslWvrOYcurw9jBPE8MrhuBrNJtmBqMZUGZEmUJ8ZSVUWObSlhuFlGCfvc8t4hROompWvdvN4\nVe/VSK+M0QgItYFsAOWwmrLS0xevx8pMWqwqjRcZKyFxaVnVc40X35popZuW6kwaEfItg6rP3Q8M\n45XXj5MUsM9JiB+dqqw+KI+Xu1ejPW5+tYsrtxHjtTbDa55v56EHz310fDbb7mTHVG+xelVy337z\neFlxvVtHvhGvlEaUM17d1DJe653rKYRSxqtHXax0ekcfU1RjlZ6Ovq/jKuO/m2jGaMXRaBgvh42r\njmq06SSyvzkTXYVhP/s6Gjl/0VGVENtn8MpA/alZM3O9T0RkUox6z5AXhcq+lOfx8iNL/esB1vDq\nX+MVPt+4QQyvHCGNF01WfLJud5URovrJ+KqQpBnjRYZXVUqJXlGNpFXwBxazf5nSDktX1v6cCJAA\nQ+b/bNJjvNqDuBqDGq9y6psmG34/9K40nQSboJSy9bbaTUuzGRe2DBpCp/UTzPai2qtQyFyvKaox\nRlepggFNmoqriPHKtxV6YG84w3f4mvb9PItGVLr+M/ePW8gFtjsmW7WvH3oW/bpsacLw0wfwKFt6\njfKtmJY71lAfhzGcFmvEThH8sP/C7wKLFw6lNYvSLn5f6mrspfFiGs5Mizg8w4ueCx8X/Lbguxrj\nKEIjtm0h5J4PYdiGV50tz3xjio/P/oI4DRwTAtXGRLOeEewzXmkfGi9+FN0DMV5TrUZw3uTtc5Vr\nvFT9jcwlqjFHFEWNKIqeiKLoS/nfb4ii6JEoivZFUfRXURRtfIIcwFkJUadum8gZpvFKFRr56rAR\n1QvLBbLO3mhEmGzR3nXlDb+M0TGGVyMKGitm5esxXmXGoR95YlBifMRxWVRjPysSZsSSqzHP9RSa\nYG3eq5ArtMTwcgS3LuPFB6dGHOHay6dw/ZVbA+L64RtedC+9ojhD8DeYVZoxXklxr0ZK20Cuxk6q\nsOfYHP7pLY/ga8+fqnVNXgc8GlGp+vvblR1Xh/GqYh+X+wxS4IsS/hPq2pyFiKNsPzuOsdB4lYnr\ne2i8qN1VGV5V0gk3L559Hj2jGpkmtRkP19WYBli+YlSjx3jl5TCR1dDB3/kY9qOvY/D5rJhzn16B\n6uQFyy6cvVQFM3FQHdP4orU17h7afw6fevBg+aV08bmQznOq1QjuoxjWeBET27u8QDFgZlyxHozX\nTwN4nv39awA+qrV+E4ALAH5yHcrQEzFsAzYar1RBa1dQ2EkUWvkgFcf1mZGuchmvOq5Gv8eT8ZGl\nk4gL6SR40r2qFRKhrJGqkoHBP88g6SRcV6NlvPzyEIzhpYr3U7ZoK2O82t3UyWd1xZYWHvzZ78I9\nPzPNxPXo+57K0PVcjWRsb59s9r2PGC9Pqm0eL5O5Pv+OqpByeJGrMUk19p1eBADz2vOarIgLDuOV\nT1w1ZqSywY82Tq68Pj3nwHUoNL0ui8KNOKfdG7bALrLiyO7F6pdlI0Htul+NTy/DS2ubKqYscz2x\n3e20PFVL6HcTjRgRyzc3LIRYPl9GUNB4RZlExB/fervo1lhYD1VMLsEGg7h/TzTjgrTDGmfV9Uvf\nZlGN/TFeVAd0rR/+44fxn7/4XOk98E/pN8vtBI04awuhPq2UXQDQ7i6T+aK8PksfntP2nlrAx+/d\nX+sc64GRGl5RFL0GwD8C8Mn87wjAdwH4XH7IpwH8wCjLUBdRVAyfJTGh36GJ6s9WT/XOn6aZxmuq\nlqvRfSVQOSiarUzTkLkae0c1OgLIgGGjPWejf5pB0kmEXI2kHQudh4wVV7OWvZYmUC0wXtnfPuN1\n+dYW4jhCZAZkyxwNI2t7otyJ0u5d159uAXAHaaUygXMcZ4ZXJ1GF3ECkybpia8u4pQ+fy7bkOHBm\nqd41ucaLM141GQ//HGX30+u3oXMs9zAmfHQZG+xvv5S9Ij9ftjm4HxQwRJthYJB2UWvXQOqaibfM\n8Krup0rDGJplgQxb8iSoTuBKjahGWlSRZm5YSAL3XBgPPVdjtsdu0Y3XW1w/XMurznVtvkP3Pica\ncdHw7rEQJdDPWjWjGg0RwbY+84N0Htx/Fj9/6zOFZ8uLSJda6qRZRH4jCvb/RGkTwMU1Xtm91TS8\nHFejLdMXnz6B//KVF4Zq/K8Fo2a8fgfAv4c1tq8EMKu1puXzUQCvHnEZaiGO7ENzV1GqsDqgQYrr\nwnohUZlriAawasYr3DGp8bUaWQJV36fP91Krk8erbHVAb/1b8+/URrvUH5h4/+HpJPzyECrF9SWd\nke+FyXPPrHbdZ3nFFqszyhIrgkU8rW2wpX0zeXltQslG/+kk2HuTxyvK802pYlQjGUqXbWnlEbAK\nh89lBtfBszUZL8fVWGS86txCWf+oMwlXMQN02tqufvYs/AjR7Dx20ZIlpnUZr2G5Gutm/A+ByxP4\nbRu2rsSVZxiv0nvQRj7hVyelWJlqhgyv8Pl+/tZncNvTJ9BNFVr5RNpqFBM+rwX0vBJnonXP7+/W\n0Iiz7dasUZN93mtS99vwZ3cdwW/e8eJA5c6u27v/+NG2dL+tRlQYl0ORj8Hr5q8TfUY1dlJVyKB/\n9Y6MSf/121/Enz10OLBBedEAWulkqZjKJDqp0oZZpbZO0py6HgJKs8PLCtg+MswkvmvByPbBiKLo\newGc1lrvjqJoeoDffwjAhwBg586dmJmZGW4BfWiFEydPYmZmBrPzdrPOu2fux/GTbsbi+dlZzMzM\nQKUJjhw9ipmZ3qHxx0+sottRePapJwAAjz7+FNJjTdx5qIsLbY0ffIuVup05l+0JtrCw6Nz308ez\nye/xxx7FhfMdzC0o5/vnzmUD7Eq7jb0HDtrPn38eVy7sK5RpheV2evLpPWicyjzCew9lk/bL3r0t\nLbs7088vZRFqL760FzPtQz3rAAAOHrQTz4GDhwEAp08cAwDM3Hs/trbcCW/3yeyeL8wtmHtdWFjJ\nf38Qb3hVp9A2njli2ZmHHnkU+05n59jz3IvYyjTd6Yo955nTq1hcUjhxcrXvewqBDyz3P/ggrpiM\n8czZrBzJ6jLaHdVXm37+nDUmj584ifOrCqkGjh9dQrubYvfjWbuanZvDzMwMduX19uKeJxFphQOH\nj2D/bDb47D0xW+vaB2btNZ989kVcu3wAAEwdzdx7LyY8l5yPc+dXgp8fPHwE3/LabmU59l3Irn/k\nyMuYmTkdPOaFF1/CzOpB57NjCwpbWsArp+y68vDLWR9+6qmnceiCHcTve+BBXDYRGXbk6PETSNME\nhw4eMMdMNWDGhrXg6ILChx9cwS9/YAtevb3/Ne/Lx+1egffMzBjjcC4fr+YWFoJlPHU2ewYPfv0h\nXLO1eN12u4OzpzPd3969+zCTHDbfmeSpSVZ/Dz68y3z36GOP4vRljcL5/uaxJRx5+Vg29aYpZmZm\n0FldwYmTq0MZx/mi5uWjx83n+/YfwAyOmr+fOO1uT/Xcs8/i9OkUyytZmRY72TmWlpYry7XUtX15\nZmYGf/3EKo4uKNw0eWKg8u/J++bxkycwM3MheAwl7z53/gJmZmbwzNmc7UwTLCy688LLR7Nnc7ii\nnwDZcwYiHD1yGFoDd99zj8lHGcLJU6t5WRTuvfc+AMBsPg5f3ujiDIA9x7JN7//sa7vRPTpZuEfA\nMo8nzpwHlEJ7NcXJU+1Cnc8vLgP5kHPo5WxOOH8ma5f33vcAtk9UjzVU5kakkQJ49rnn8cr5bN47\ncCiro7vvvQ/bWr3PM2qMcgOy9wP4viiK/iGAKQCXAfhdAFdEUdTMWa/XADgW+rHW+hMAPgEAN910\nk56enh5hUYHmfV/GVdfsxPT0OzHx2AywmLED73nve/GFk88AJ60g+ZqrrsT09Lsx9cCdeNW1r8L0\n9Lf0PP9fH38cp5J5fOC93wo8dB/e9NZvwvQ7rsOnP7ULx5ZXMD39HebYTx3YBZw5g63btmF6+mbz\n+dndR4Gnn8L73vtteGjhJZzpzoLXS/TSGeDRXWg2W3j1a14L7M982m95y1sx/e7XFso0t9IFvvZV\nAMA3fdPbMP0t1wIA9t1/AHjheVx33asxPf3N5vjJXXcDy3YijZstAB288YY3YfoDb+hZBwDwyOoL\nwIGsXFdfex1w+AjecP3rgcP78b73vx9XbHVjLWafOAY8+SSmtm41dbT1yfuAhQW89vXXY3vrOKan\np7HaTTHZzPQkBx44CDz3HADgXd/6rTj77Clg7168+vVvwJXbJoA9ewAAN7z2VZievhEA8IXTT+LI\nynlcdfXlwMmTfd1TCMudBPjqHQCA9773fdh52RSS504Bjz2GnVe+AieW3WfXC619Z4FHH8nq7Zpr\n0J1bRQTghjdeifTgXtx4443AroexfcdlmJ5+P07sOgI8uQffffN78dtPPoBXXXstdp89gUbcxUJX\n453veT8u31odWXjZkQvAw1/Prnnd6zA9/RYAwN+ceAI4cRwf/ODNhsEtw8deeAg4n62Gm7Fd6e68\n9tXYvv0slq98C3ZMNfHBN19d+O32Q+eBRx7Cta9+Daan35Z9ePttzjFvCDynv/fR+/DNr74cv/X3\n32E++9rsHuDwEbztm78FK4fOA7lh9e3vfS+u2TEFfcdtpm4nZs/gG9/yZuCFZwEAV+7YgquveQWm\np99Zea+98MDes9APPoLr3/p2vP9NV/X9+08f3AWcyhZCH7z5ZqN/mdg9AywuYXLL1mCb+rWn7gfm\n5vHu93wb3nDVtsL3zfu+iuuu3QmcOIo3vPGNmP6OG8x3i+0EuPMOXLFjO04tL+Ad73wX8OCDAIB3\nvutb8fbXXFE4X3zPHdj5qmvRVQrbFs9jenoaV+x5AJdvn8D09Hv6vm8fqdLAHV8GAFy9cydwLJtC\nXvu66zE9/Q3muJU9J4DHHzd/3/iOb8GZ507hhfnTmJ6ezraxuvtOTG7ZUtkXZ5c7wF13AgCmp6fx\nXw8/imMr8331X46lp08ATz6Oa/L5Jog7vwxA47LLL8f09PugXzwNPPYotm2ZwmQrdq59x/mngZdf\nxrXeeO3jb/Z+FXHUxZtueCOw70V88ObvKLjUOT5z5DHg1CloAO99/weAO79qxuFPH9yFfbN2Ub5v\nadIp0/Ke7B4By301prZim06wY0sTr7xyO6anv9W53tRjM2hOaFxoL+OKq64Bjh3HDa9/LWZePohv\nf9/7cNX2SfTCZ1/ejS1z59BZ6eJN3/AWTL/ndQCAmflngUOH8J5vf59h6zYSI3M1aq3/g9b6NVrr\n6wH8EIC7tdY/AuAeAP9TftiPA7h1VGXoB9zVyOn0TqJM8lMCUZlxFAWjM0JIUy+Bah7h0U5Ugf4s\n2zKIqORmI87zN3muxpI8XnV0NpmWTWHvqYVSDZXP9vZKJ/GHM/vxjR++vfSaVuNVri8Ji+vpNXuz\n0knx7l/5Gu549mR2Xi/8nc7b7qaOu+O6y7eY9w0vqnFQ19LJuVUsrHa9BLaWsgcG1Hg5gvCsfKT1\nAyyFTuUmcf3luavx3FIb55c6eNfrsony4LneOi9eB1yTWLWHYlW5d142Zd6T6+AP7tmHPynJYl/n\nWYTcK4vtxNGk8XPxlCHZubPzG42XhtkDkzDZKupqBgG5awbVOnFXIy8OD6oJ/47c9eHrKo3SzPU0\nvpH2xnc17j58Adf/3G04MWcXZFmS1YyVmmCuxmGF9/P64+7VQuZ6r57jKMvjpbx21U8C1Ux6oksj\nTOugjqvej2bkz6E4L+TH1AgSiKIo6IqrKgPAtLbG9Wm/+8ZrL8P+M0s4esF6RNz0N9nrUjtFq5nn\nUguUNdXW1Ug5D/vVeKVaG2PSdUPbgLlxwEbk8fpZAP8uiqJ9yDRft2xAGQrgmeu7qTIPvJtqR/QH\nWE1SX3m8lCuup47bTlQh30yZ4UOTayvPnF8Mn7adtSrhnv3cNQ6+8sxJ/IPfvR/nl8MbA/sToJ8u\nwcev3f4CVropLixZ9yIvszG88rqtjGpMNfaeWsDTR2cLYeBLnQQLqwlOzGXUOI9qTFhdrHRTQ3t/\n4d++H/9y2q7si1GNg00SP/LJh/F7d+31kk669zs10VhTVCMles3SSeQTYh5tRsfNr3RNFG2rEZtI\nxum3XAOgns6LXzO08XidOkodw8uuNDtJuK2Grl/Vx8JbjygnBQLgZq7nP+GGOZDVbQQ4UY1xVNTV\nDII6iTPLkKTKyfzNzkQgcAAAIABJREFU6762xqtC69mgTbK9G6V2GjK8lNb4i0eOAADu33vW+U2q\nNLqJMoEzzTwIZBhIAxNqIy4adv7CtBnHDutqNYTV1+N1QgE6VRrdXuilUeVtlF6pzK1GVHhG9Fzr\npMWIo2yRyc9ZBv5929u3mI9v33/jdQCAs4t2nA/1l5VuiomcNAiK61PN0i3lhlfOqNc12hXTiaUB\nA/2SMry01jNa6+/N3x/QWr9Ha/0mrfX/rLUezpbvawS3wrupMhu7Zhs0Kyd5KK0YGnGElU6KH/nk\nw3j+xHzl+VOVJV41CVRziz6U1NMwXoVzaHNd2kuOgwuEQ1vs+HAFuhpzy9lehhSq7xtaftvvlVyS\nKN0DbJJ3ohp9cX2gT6yyvRp/444X8eFbny0NB7eZll12hlb6XFz/xqu3YztLaUBRjfZc4XsKYdfB\n82YgObfUwexy1wtuyMtF4vpWA0rXi+wz5/ACIdJ89UpRY35OtfnVLi7b0spD+WMcOZ+tRt/+mssB\nALPLLiMUvGbASObXqCWuZwddyxhGHvFZNiHXESEH8wEFJsbQXo1A0fDL9lS19TrVivsKoqmCDd7p\n/1w/8LEH8dTROfM3n2TNJtklFoRljUsatYZhTv02Sdex6STcqEaaKLmhm+TGbDe1yabrCrrrgPct\nvn+tz+j5EWxxnPdzj/HqR1xP43WbRRL3i7KFNSG8SwfdZ5F9rWvQa3iMV492yOvT3zOX2vDbX3M5\n3rJzR+H6oTMvtZOe4noy1M2WQcaIqs940SKBX8Psvzwk43+tkMz1OeLIdsRuqrEtn5Qzw0sbPQUA\nJ3P9sdkVPLjvHJ4+Olt5fopq9NNJhFyN5YyXdTW2Ais843LQ2mTKz85XZnixCYhF/5kNWlX58UAx\nLNvHdVdkE+1+lr6AH0rMlKWGi52C79W40k3R7qaFwcivr0rGK68jP2qtEXmbZNccVF86tYAf/PhD\neGBftuLvJlkW+ZDh22auRipbbXCWRvOoRnfio2LPryS4LE9S2mxExlVAxrDPCIXAjWR3r8b8vmqU\nnx/iuBpL2NnQ9asmuLLNdguMF2M5lDex+YZYHNktdLZPNvPkyms3GkLJMOvi5fMrePf1r8AP55oV\nd9FUnS6Cxpqq6OayzPU8fxRQdDXSRNlhE7PW2bPrKm0YWdraahjg44SJ9I6Lhl1xy6Bs0rcbUCN/\n7c0UEVY7ytyj78qsi16bZIfyK1rGqzyPV529GrMN4Inxqi4/N3B94z1JFabfcjW+8G8/YM7nuvCL\nZWknChPNLCI/dO+Zq9ElJmi+rOshUDqcnojawqDPbNgQwytHDMaYJApbJ3LDK1XoKmVWdoCdtBtR\n1JPGJ5Ah1IgjbJ1oYH4lY5XaSVoYIMo0Xu6WQXHBtcD3TuwqZV14pa4cj0UxE0P2mZ/Hq9RlWfLF\nNfkkf/CsNbwcVyPby43K7YNrC7JVJowR4muNqNxupm17X6ssj5cvKvW3DKq7mqWM7rSnXyfNct5U\nuRq35G0r9FyePT6H7/novU6meH6P/J4aeR4vgLOP2etiO8H23PDi9/rKbVnwQrti5wQCrwI+4dbV\nxgDuPd5wjRV22/3fiswEwbgaKyaU0ICcpArtboozC20cOLOYn8Oywfx0SrsTlk1Mm/XxrRPNfFeD\nqrusB+s2Kq/7u184hfd/5G7HtUvl/uZXX45v2LkdgNs+qU2HJl6ttc3jVfK8NKz7yT+G548Ciu3A\nMGGJOzHTRu7ksW014qGF8jtMBhnKgZ08KCKTvAxZOgm7YK0ygE7Nr+LH/2QX5la6RVejGU8Gm8Tp\n8ZfNGaFs/NR+J5rlebx6LYS01vm2SfU0Xi7T57qzO3leSoC1nRqdpCwVEv2e5gKS4tCzq7sQVkqj\n1Sy6Uq3GazhtcK0QwytHlkA1a5ydVGG742rUnqsxex/HkaVgezSMVNmG+oqtEyafT7urSpPPFfbk\nIsMr3zKo6GrUpiy8EZf1B7+DJ14n939XzpyFz08TKk1+VDaC2TKIViiVGq+snhx3YMnKteO5Pfy9\nGuOouN8dTa5lrsa55S6W2m54elau3NBZTXIXr84Nr+LgSeXaNlG+invx5AJeOrWIU/OuB57uMY6s\nu4xnWO94jFc3Vaa9ccPr8i0tNOOoMLGHoALPin9ey9XIznHja6/AzM9M4+2vudy0Db+unN+q3tcJ\nGRvd3Ej/jTtewL/+TBZZxQ1Tf8HhB5lwxmvrRANxPJw8XnTdqj31DpxZwrHZFbOhMP9tIxeHZ3/b\n70xy2MB5XaayzMDNGC/O+hMM0xJivJjhRZ9zI5CPeROBBKofv3c/njteLdEIwd07UuXGRDnjRQwz\nGR1+uwq1rz1H53DvS2ew7/SCy3h1UydYZxD0WtyFXI1Ur8EEqhWGN0em8bI56nrNWUGNV/5ZN1WY\naNIOLkU3ddmpW41ycT2X9KwWGK96/Y+zsC7jVZwbNhJieOWgqEZ6wORq7OYTPnc10mq4EUWm8/Va\nbSTK6h1esa2FC2R4VUQ1+qekgaQVh1cNPJN8onRlYlKgmLneZ7xCWoJGHOGdr3NDyMtWOjTo80zp\nwS2DmuUrJt7hu3kiPzrMuBg9Fw43KlKtzcBErsZmo9jsG3F2f2Wuxn/xXx/DL37xucLvqL0stlM7\nASqX8aIB1jJe5ZE6Ze4oKk+zEZtnlW2/QRNf6hxHzwqwhu1EM8Zks4HJZlzL1ciL4E649r6SVOHP\nHzpU6kbi9bh9sonrr9qGZmwjcv26Cv2WtxnfRbywmuAjX3nB0XSlSqPdTXF+qWsSv7pRje413EAU\nu0k2lZn28VwrzCRawXiV6XVSZhzx44Bqxsutl/A1tc4WniGXKhlrkyaIw3M1GsbLMtOAZWUpODTk\navzI7S/gtj3H0S/cxJg24a1veJJxT/2tmY+bPkMU6od22zjXUOe7XwzKeJVJSQi8efisbyaud49P\nWZ+vgkL2nIk46LWpNq8XX+OVsIUdjTNO5HlQ5ZUtAsvE9UoDk0yK04wt8+yX9fTCKvadXiiWWdt5\nL5xAdZMYXlEU7Yyi6JYoir6S//1NURSNxf6KwwQJaOnBOBov5TNeVuO16jXIMtBECWSM14Vc3Ewr\nKF93wl/5OaIoW2E0c7Gqs3UIa5w8oqisPxZExp67yu87SgM/+u2vx2f+t29zPi9buVFnPXxuOWhQ\n0GRembmeuRqzzVqLm9v6A5kzOaRe5vrU7rXJEecuCBr0/Hs6Pd/G2cViHIg1vLqOwD3kauymCo04\nMm0pNFGWTbxUnlauj6CJ2DBeXoRpqrRxAdAxO/I2PdVq1IrKonNtaTUcY5aL3p94eRYfvvVZPHrI\nz1yNwn1cNpXlDWsx9oMvdsp+y9uFv4fiXzxyBH907358Jo+u07nxvJooJ3AlYefifa3AeKVZH6NL\nbp1sIhqSq7GOFsdnb83nKjOMIsN4Udu39RfWSHL2NzzpaA1EcPcxtGXOXklq4QdZTHoZ7XlKm1Rr\nh3X1A0607i3RCIGPc0lu3IWiGn1XYxzbCNXQeOtewzJ4/OsV1qYGTSlhxq+SZsCfk/LaTKbx8tsG\nGUPVjZQYL1p39pqzqC8Alt3rMoOUxu044KYum3MmmzHiEnF9ouyctdxJs03NS1IN/c7X9uJf/Pnu\nwjlUPs+SdMSeuzg3bCTqMF5/CuAOANflf78E4P8YVYE2ChHy1Xce5r59wjJeSVqi8YoZ49VjtdFl\nYvcrclej1lYE7O6tmL3SKY/PrmBuOcsN1coHMkMXB6x6IGtg1tWo8fyJeVz/c7c5QQC+qzENTFIc\nGRtQdNOVUdY0uXdShcWceXBZlDR369RgvFKVbV3BjCPfQKUBqN1VZsDI3K7ZD1Y6aR5pVWz2rThG\nwrfG8O6pk1/fB9X54mpiDS+FAotC55hoxGbFGWa8EPyOikMDitYZ49rytDeWBYRhG+gY0nzVZbzI\nwJpqxSVRjdqk5yg7n9LAd7/1GvzZP3sPXpHryxzDS5evQs1qn1UFz68VKitNyu1uiuVO4qzQ6Zx+\nGhX/WcVRlCUOReYWHlZUI52iaoIsYzxTrdGI7SRHfYDKHkW9Ga9KcX2EElejKwfw92o0E7O3tRex\n7uSGajUid0FUk6UJwZ9QyeUe2ru21bApVyidBF2/Kq0D3SfJGwhtR+M1qKsxey11NfIFsbcQq9R4\n9ahLDY/xqkEWkNFajGpk+3D25WrMnkFQXK+0EyXbYmOlX9a5la7po845tDW8+G/oeW4mV+NVWuv/\nhoypRJ5xfvAkJmMKGlxNkkvSeKWZK3CCTdbUkeM+GS+r8Wrh/FLHGYj4Ks5ueJy9vu8jd+O7f/te\nJDljkpUhJCC073nHUBr4/BNZduf7XrLZhnmReVSjCbf27sGsmLxtJspu3dGXBAaHTn4/ZsUUnDjs\nhEkRjb6429d8dVKFrSzxnhkokyyBastjTYCsPpV2J2gO0vr5oHMvtBPrPmMGCb+vTh7VQwNVMKS6\nxPCjQymqyYrrifFy6yJRRY0Xpc+YbDXqRTXmh2zxjudMlGHzSg0vjR1TTdz8DTYzPU+mmeoarsYK\nxovgC4ZXE4WVrnXj802VebVTXRJI40U5s7YN0dVYi/EqMbzIIKRhyNf+TDUbBSYHcBPfljJesMlF\ni65GO+ED5cmJjaHiMYtcXJ+kgTY0AJXoJlBVRrtV0Hjlk7eRhsRWj8TbQWjhSO0mM7zs5ytM49WP\nqzFJFU7NZ3kGyzwaBP6Y/DaTabzc42tHNWpP49WL8VI2n2WbeR503md5Pkv/fGVn7iWu556liUZc\nWtZ2Nzwe871WuSHOtWnjgDqG11IURVcir8soir4dwFz1TzYf4sjVm2x3XI3KSaBqoxrZCo/rADpp\nQYidKGWSFL5i6wTmVxMsMwGtm2nefQWAs4ttJEqbiSc0efNG1UmU48I7nicXfRXLpVQW1WhzLLl1\nRCtjn/FSWuMT9+13MhcDntaKTShkt3USO2jyYzj4qnKlm+auxvy6hvmia+TX7SoTOZiw+1rtpI42\ngYPqsywbfyctBkEArrjeMl7ayZBPp+Lh1EBYDF224a3VeGVBFVSPPuPFWSKaZEgEawyvZlxLGEzX\nnJpoeIwXldW2+zKBPEUJcvBkmkrpUgYorPEKD1m0GOI6u8V2t8Agae265ykQxVxTZRqvD775ajTi\nCP/r+67PdjUYwnidGmOpSuNFr+5CjCZN39VI9zvVCjMDDuNVNtETkx1wqValk+BsoUknQYZu7uJv\nxJZtCgWc1E1AzVHUeCGYUJp0rtZDYfueu4ArXqPDtKV+dJ/VeNXnH2598jimf2MGK520oNvyEXI1\n0niwljxeCnDG714pGlKlCwm/6fMktXNR7LVJoJzNazXi4EKGoo1dLXVcWtay8dhnvE7Nr+Ll88um\nz40L41Vnr8Z/B+ALAG6IouhBAFfDbvlz0SCKIqSaR8LYdBKFPF6eqBBwJ4f3/MrXsNBOcOgj/8h8\nljFeZHhlWpfTC1YzxFeSPMzZjbiyxlTTCCT56s8eyw0vrTVOzGZbenC2xxfoWlag+D39TYM/18HM\nLnXx8XsPIEKEf37zG83xfEXIB9qJRmwy9jfiyK5CA52VD27LnRSTzQbTSNjJlJd3NUmxfbKBs4uu\nhmg1Z61IzM9hM8Bbg4CjkyjHmDL1lg8Ii+2EZY93GS8ebUmZmwHXvVyoJ+8rY3jFMVKd/d1gW9sY\nVyO1HcY20DE7BnQ1bmk1nISrvL57CcaVsu4mAme8eECDj6DGK6DPA+y2U7wPzC51mVbHGmR+niT+\nd5IbtNddsQX7f/UfAsjcM8NxNfZmJnzXEn/P2WHfbZlNkN1skcjW0w7jVWLgag3Tp0O6UgCYaLgu\nJ8B9dr5kwjBe5O5uuq5Gn13vB4nDZCjEcTiqsZOzMtS3G4yt54xXqAyc8XK2zupwxqu+4XVmsY2V\nbpo9jwqDLytP9tpq2EAAG11aFKaXBQQVkD9n6xqsPjxR2gQmrDrMqTayCYAzXs6lgphoRvni0buH\nvOyc8Wo1y9m5NmMeOUgLSYb4L37pOZyeX3We5zigp+GltX48iqLvAPAWZFKoF7XWvdNebzKQvoEm\nMEon0U0oqpG7Gl1LH3AH04WA77mbMnF9rnVx9jdzhKfZq0a2HQ6BC/RbAVcjn8jbiTJiZqVhttPp\nBq4DuCv/lBeAQeUdF8gGsUS7jdk3JNrdFFsnGljupE4k0UQ+8bcT5QyGoQGQG2/txNVb+NGf9Pul\ndoId+b1zxmulk7saqxgv5trk6CQq6E4zjFc7sdvgaHdy4C5Qh/EKDRwlq1e67VYeEVR0NbpJMt22\nEnI11mG8stepVgPtxC4S+EDvR2wSHth7Fl2VuWl817TVeEWOK9gH3TMfK8tcjWYhwup9oZ0UIq6U\ndp+t9gy/EEM3vASq2WuVxiu0DyZduhGIajSReyVh9zxfW2hipucX5ef3jzFpDEoSqPp6J84wcnH9\nhOdqNEzOAAatvz8jn2g5MlejjfxtNFx2vSofXccY7K5r2snj1Qd7wg1/Ol8vjVeLuRWJSWxVuRp7\niOv7ZbyU0iYVRygpdZO5cHm5s5sLn9MwXiXGo7M1XxybRVuhXZcshLNo7ozd7KYaC6sJZpe71ssy\nJnm8ehpeURT9mPfRu6Iogtb6z0ZUpg1BjEyf0AkxXko74npfZwX0XrlxxuuKrZnhdTI3hoBwpnOt\nNeZXE3aMNhF5oZBgh/FKlWF2lNY4ljNeIZF0Vj67nQ6dxh+QdO5qzK5vVy0m9Dopdo4dU63M8GLp\nA2ggzL5vVrsa/USS7JBCAtX8dbmT4lWXT5ljHI1XooKTd5Wrkc4RGqiozIuricOW8Q5ujZPU0S2U\n6Rz4qzlHPpJROgml8/QCXt3xyYQMCONqZIxXSJjqoyyq0Ri62hoTvqvxD+7Zh9UkzaMv3fM2TfLf\nqIe43r0nAAWjiKABvPtXvoZ/9R03OJ/TBOvq0tyJu2h4ueeO4+EkXuwvnUTxM0r5kH2WfUeTD4Xh\n++5rn6nwQVVhNpAuY7yMxst1XVIfXO64UW+pzuuSxso4ztuLdsaOQexZfysYMiZCebxajGFueLIG\nOlrprI1FrG3Z6L2QuD77rh/Gi2swe7kG6XMewehENZY8o57ieo2e0g6ORFlXI2c6u0kmdfCjGntF\nilL5m3ExjxeVhZKM0/kN4+W1a9rKzwe1r0YMk8S3k+sA6XfjgDoar3ez/x8E8AsAvm+EZdoQWI1X\n9oBpr8ZuqgOuxiLjVScZHVHe5Go8OR82vOhUSmebHZtzpFYnFtr2wYlqTKyWibZf8K/jTkB80g/r\nnJS298zdrMado/g9ZBGbVI882SnPqO8Phj78DOshbYavBVrupNgxaRkvqhetMwYxqPHy8mGdX+rg\n+p+7DV986riT08cHF9fzdBIhzZ4V11dENXpGpDlHfjqKCKK68wMTzAo5yHhldTLZbNQSBlvGKxzV\nqNkk4htPyyxNim8sTTC3U5Z6QwdX/yEdUFl+oE6icGahjb2ni5t/Uw44ul6VxquM8RqGq9EaXuXn\nqnQ15u5A/hm1szKNF3c1VjGsUZTLLbxm4W+SzRdXqbLXWykwXipvo9mxtAjkzwHo39X4i198Dv/v\n559x7ikkpgZgAmmov9FejQAKe3b6j5cHC/DTrnTtIrKfBKrdAONVduvc8OJBSWRg+mWlYanelkFR\ngQUuQ6psVCM3Mmkx7Ivr3TxeYUw0MxbLX3TSb0mfBWRtpsGeF0c7ybRyvP3sPbWQLfRyLwr1bZ6k\nfFxcjT0NL631T7H//xzAuwBsH33R1hcU1UgPZgtLJ9FVnqsxLhofvZ5nqhTTeGWM1ynH8CquFrTW\nJgEkkItFvXQSLsvF3ifZ9eIIOHTOJjB1sz7zQdSKRi174t4DiXAB131kt5Fw3YKAZQ65McfrMo7L\nOxeQdXhfl0ZHWY2X+/dyJzF6Jh6tCWQJN0NRjdZll5XzxGz2bD5650vM8Aq4GknjtZo4g6tj4DJm\ncKIZG+M5xHz0Ete3DOPlup58XR7l+QICGq9WXM/VmJdlKo9qLEaT2mP8uskCGXRO/Xvi+jh2XC/8\nlYMvQGyZwmWlZx9iIZLUTQ7sium9fhBog0PP41Ulrg+wF/SeT0p++oypZjgp72oPVyMdnk3q5btl\nhBKo8g3oKZgo8eqZmHkat+wirfy5V+FPHjzobEFG6SSCCaW9qEbaqzEre1Fq4fyWaQML4npi0PuI\naiSZAndx9spcP8G2QUpU5rYNpTbhffBn/vopPHs8HPumdWZgVy38OHj+Sv7caSHf8sX13PAqOXVZ\nOgn6bTO2uq7s2HBZO147eunUAv7uR+/DgTNLWXtgkgzSaQPl0dfrjUEy1y8BeMOwC7LRiHLGi1Y6\nU7kWh/YHdKIamViT0GtFnAQ0Xr1cjZzx2jbRcCJJTBSXF1pN4KkaDp9bdj6317Hl4xOSHy0I2Mgq\nouO5YJrrIQjEVG0zWdrpOtqpyxBrw7HaTY02iY7xXVBcC9TJdwIgjVeaKue8C6vdwj6NgHXdksFI\nz+rY7IqT08cH3fNKNzXuFmJxTJmNq1FVhkjTPfBXAt1jMxfcEpNk687VpillE6i2glGNdRiv7GS0\n6jXb7jAjj67ns4EUdh9ikHgyTeUZEByhPej4ZMVPSwPqciewrZOyaSV4melvbpiHGa8awuUaoMvU\nSaDqG4dA1vd8VyMZ78R4FQzgHuJ6WsbQuUORgQBYhnp3VwjDeHUo3559ZpnhlR3rZyBfi8bLLZ8q\n3avRuhrteG2jwZXDnvrP16QhCSRQDYnrU6Xx23e+hAtLnWA56bloXVwo+qCyTDRjthDTZjwvc9Od\nnGvjc7uP4p/88SPh86K/vRpTpc1WUbx/ErtJRpFJclqDmZ5ohFN/BBkvJ6rRPd6mt8hez7BAtUac\nMV6JynSGlJkA2EQJVKMo+mIURV/I/38JwIsA/nb0RVtfxMhdUW2bv6cZR8y6jw27YFyNDuPVe/VA\nv9s20UCrERnBO+Dn8cpeldaYzzdL3jLRdMKzJxrFDuEnjGvm+2JxgX5os+Os/HYlZztQsUx+HWRl\nKBomNEBvnaS0Dpbxcgwv1tFCk9tqoswuAlQOP9cRd1vQ87KMl1svi+0kqPGiiYGKQB2Uoi+B8MTF\nWSsadJUOu47J1VhF9Vv9RwnjFWeDMSXUtIli6Vr2GfpbBlnDK2Owzi91HDd0sSzZK0U2tb1tibgR\n7E/4lOFb6aIuiyfTNIZbiP3zGDZ+PGANQsA+h+XA/XDGS6miq9HXfPme6MawXI2G8So/V8i9Su8b\nke1/VlyfG8cl21Ct9EgnQR+RfsxvkgWNV0lU4xIZXkYnSm2UJmeXOaG2v9ZqTVNdGtW40k0x1Yqt\nLrYRsX0F3Wv7zc+w3J6B1k3tJM71p/vPLOL37tqL+/aeQQjkjXATt4bvie6jyYT0SZ6AmzLva6dP\n0MIuK8/cSjj2zTJedTVeyjCdfFFPBicZZaFNsqsYrypxfYMluXX1sG5l+fIPPo7FUfacydVIi3H+\nu41GnXQSv8neJwAOa62Pjqg8G4Y4yjoFGSlbJxqYaMSmkZHoTzHmqtmH4ZUqq/GKoghXbJ3wXI1s\nomZviPHaOtHI00m4gmn+Oz+PVyOOM2FwooPH+C4WTmsDKDADWT0VjU4bqmt/QMwRMV482o4no41j\n3nHhYG4ly8N05bYJHL2wYsoReat+PkHT87tsS854KeUYMZmrMRTV6H4Wqtdg5npWSefz/TdT5eam\novK1a2i8QuJqfq/EeBEzU2S87KBO3/mZ66dyV+O7fulOfOO1l+ErP/3BQjn4uUhgyzVsQG4EGwOg\n6GrcNtEARRlxtBp2kqyKyAolE+WT4FSrwUTdRRaCQFFYWdl916X7rMh1xRFV5PFa6aT4xH0H8K+/\n84Zgu3LuR7v9q+qYkFC5EQfyeJHGq1kW1diHuL7K1WhcTqxcqpzxIraTqmTKS8RZ5WLuB918k+xQ\nVOO5xQ5uuHq7J67P78s3uL37Nix34jKk7a5NqOpEXHv3VShnUOMVPjak8UrzPJA8nQg1U19nx7HS\nSdFJFS7f0iqI6+tovMjg5seudLJ7aXkEhKOZKzlnqbg+/7uZG9EADHGQnds9j1/f/N4bca6FZa7G\nRrLJxPVa63vZ/wcvRqMLsCHjS3lS0+2TTTQbkRnYm7mlDtiJjBsfPV2NTOMFAK9k+zUCZa5GG9W4\nlVyNnmDadTW6EwitkFwjIswepMpG7VWFtJuoxpIIIAJNgLQSNyth5W5SXSWuP3AmE0q/eecOp5yG\nEVQaJ5fsQJhqbVxNhvFSWb3QALLcSYO5oHwdEu+gpLMLMl7ss/M546W1dow0ui8/nUQwc70xft0B\nggwOctOZqEZvtanZeeg+/b0aifECgOdPzBfKYK7pGV424hP5q528/DBtCrsPue7ILcSfd0j3RF87\nzAR7P8WY045xNYYML+UyMaxuOGsHZG3Kbx1VrsY/nNmHj37tJfzlriPB7znqJVAtGiTUH7mrkYpD\nbWiyVYPxqjD0I6DSjWUZL9e9ljImocvc+sbwysu7xUvEGWL2BgElUA25r84stnHVjglHBM4XKm67\ncn/LA4YcjRe7f27kt1nC1RB4UEGIyeUIuRrteF4sr9V4FT/7lS8/h3/2p48C4FsGuYu1MnDDy9F4\nda0XCAgzXmWUVysX1/tRivR37Gm8aD3s1xXfSg5wGS96zk4qIW+vyY1GKeMVRdECwoZrBEBrrS8b\nWak2AHGUNVbH1diIWSOzndZsks2jGg11Hl65K+1O7lfkkY2EEEOitBfVGNgGhhsI/mRNDbDjMWEE\n19VYZLxCA1Pk1QHA9RDc1UiMV9P5vc7roZkPlNzV6E8aJKL9hp02loOzLHe9cBp3vQD8u6mz2TWU\nNhPvZVNW1J8qjcumWmaT6+BejZ77kXfQA3k5wuL6ouGVapdF4a7GSUfjVTxf2b5rdJnJZpafxkY1\n5r8j3RV7hiYaFeZiAAAgAElEQVRzfWCvxjorPzrnlLdBMjfMbToJlyGkQU9rBBKo0irafhZiE4NR\njez9FHM1dgMDMCFJrYFAkZiUxFFp9xmm2k0rANiNlUOgdA48CKYMdI4qlsdo/EKuRieYgibbXhov\nZZIdBxmv/JUiwfxD+FY1gJfHyzvncr4XKpWPi+u3TLgR1tz1uxZQO2/GUSGqe3a5i6u3T+FCzkRn\n4w6xzWHjhcA3g/YTqBL8HINV98PrxVyz5NZN7jSWQNVovFggEk3eIeP15PwqrrtiC84stE3ybA13\ny6BeW1cpbZ97EjC8TD7LwPhddubJEsaL5q4mmw8mGNnhbmRvF9vU//gCg/buVN6iCiimPNoolDJe\nWusdWuvLAv93XGxGF5CL67U2WoUtrczVSB2tybabCEU1cneS+UxprLKEe5xpochGghstlL1qWI0X\nua+osbcaMSIoTJ3aDXQyw2CyM4smErwxOo4bomNoxhHeFh3AD6kvIULRXeZn7Lbi6eLkz10SABwd\nDB+kCFbjlTNeTOPAjS3KueKXBwAOnFlCI47wxqus4ZWlA3AOw748hUCqYRhLP4HqK7dZQze8V6Pv\narQXofPTPmUcfEAyhpcKM5gk9qV7DwnKrXvN/ZyuO9GM0clDqWPmeiIjzrCBmgub/QSq9WJqfHG9\nn+NMaffeCDQIkri1mEA1v392j0FXY8AI5XPFZMjw6uFqJGOQoux4Liog1wx5zSOOy9kJcsHVSS1g\njKWKCc9EjrK6ocMbUVRw6xiNVwnj1UlUacQjP0+WTqJoOFC7CjEfPKoRcLO6m5QnnqvRTzsxDO0c\nuc/4/Z1byhZZV+2YYOl/WLJP5QdZuOe0uk53r8ZQWgWgN+NlkisrHRxfCXuOzuGjd74EIOu3Wmdt\ngqIaqSvxn4aeKy1aU6WxnJc5czWGA7N8pGy8Adz+uZrPiX7m+qr0HIRWM2vDfj1xd7qd47j+1x7r\n7BvLgpsIJK73I9qBzaXxAgBEUXQNgCn6W2vdm1vfRIiRPdyldoJtE41sFdWIHOveCMu9xHGAbfw8\nWuwzu47g9+/ei3t+Ztr5HQC8YpvLeLlibDuxza8k5vyJ0tiSF2KyEeHnm3+Od915B3DPFuAVr8cf\nnHkB+yauw7XROSjEePb4P8BN+DyascLT0evxRONt3lY29vrkDwfs6iPEeFlxvb2XsKvRZby4C4JW\nqG3YxI1UBo4DZxfx2ldsMdmTgdxw83q16ZzKuhq3TzbNRJIojat3TJrjwxqvcsZr3+kF9rk2+jp+\nXwBwjrkauVicDjF5vCgKKDBg2qhGd4CguplsNszg4eR1YgYXnZsMnmt2TGKyGePK7ZPmHHWgPcPL\n3w+S73vYDQzMNqrRPa9xk/NVrOL1vYh/+slH8L1vv9a5d16mrFy8DWafh8X1rquRGC8qY+KUo0Tj\nVWp4FRNMlsHq2SomvADLZ12NxQSqNqoxrPHqpgpbJhpONB6HzotCbky6zyPnlvHDf/wwfuCd1wGw\nz4yPb/7EttRJzDNNlSuuLxhepp2WVkVtxLlgnJfl7ELWF6/ePomjF1aMPo7vK+gz/hzkOk+Ua5jz\nCb7tvK+n8eJRtSF27PNPHsOuQ+cB2DpX2jJejaho5ITOc+DsEt7/pquQKG32BCbGi3IrLrbDi4XZ\n5Q7ufuE0gLDBTQanH92flPRTjv+fvfcOs6LK2r5/lc7p3E3OWURABAQEFRTQ0UFER3HEMGaZMWdH\nHXMawzjmMCZMGAZzBDMqiAKSlJxzppvO55wK3x91dtXedapb5nvfR+f5Ptd1cfXhhKpdu2rvvfa9\n7nUvy9CztU+jiFfoeMlZjWIoytcro65inq2NI9dH7l30On5N25OsxmM0TVsOrAa+AtYAk/+H2/WL\nmwg11qbtIBPPMvTghsred4h4hb8X91NOt95cUcfWylQwKBtDvNRQo//X8zyqUj7ilcnyVMRgbD33\nQc4yP2Z957Ew4Ewo68j7hWNpqlWy3mtJNfkM2fkWHzGMai+P441vaGdVc8i2ibBjuX+eyIITLY4t\nE5nFqwDxktamQCMlLqsxERVQ9UUVxYBuLNS4ansNXVsUKciivwNUvqZMpuJ+FSaNMKXY9WhaGPZ3\nrIAqDoWEJZzka5FlPwIHwVVJ3RBmNTquFxGa9F9HBVQbz2qMvu//FeWWwH/+ok6rPKkLdOTI3q2Z\nfu1ISvOFgOqeIl7+32hWoyOdKy7UGOVTREONYUHr8D25H1fvqGFLZT3rdtUq7Yi+jgs1xstJhA6C\n56k8QzkzDwgEGGWLy/YTFiBe/0Htyz0RUFVQOGlREl2Zo+NlNax3FKBhMYuhGOOCJyWevxdmrGFj\nRR3vzN2kXGc0OUc+n494RUON/mcBxytwylX09P/E/NCSrrRF0AqaFyc5vn87bjmmNyALT6uCB1FH\nQWxQ0xLilZCoJxAfavw5jpfMKYz76i5JjkLM9WJzIDi70d/G3ddFWS0v2xE6Vv51aJoWlJKrqg9p\nLO/M3cik2esBeGvORq6YNN+/5hjEK0fHS/CwZMcrthdCcn2OnIQjIV4BN1VX5nZh8liLK1guJ1vk\n6LP9l5Dr9wTxuh0YAnzmeV5/TdNGAH/6n23WL28i1FidCnWjTF2TshqlUGNQoypcwOJCjeKmi0w7\noxHHS9XXikG8sgr6pq7BT2/R/IcHeN0+BGu/W+mwfwcAJjw+nWt2jiaDSUvKObdvkkdXNKc+Bcca\n0xnjfUfB9nr414swbiKut1/Y1hjESw13hLvu6LVEU8RB0vEK5CQkxEvTaFGcpLw2oxJeI7u41Ttq\nGLpX85wwYJTLJvNexMKbn/BLEfm7cr9uZViKIjfU2GHhE8xJPsKTztE8YJ+g7Krk9OxM2obJl8Kq\nr+H86QhhXNv1VI5XRMVf9JPveDXC8Qr6KUqu9y1p6mHYN4bzIwuoip2orms0LwoRP9lhyWsk7CiO\nJVCdoBC3hKo1FmoU388JNWYbLYNTcXp0cSKb8gQc53jFhW/TdkikDkON4YSeQ2SPPB5GI+R6Ebbd\nI8QrCA/mfverZdtZv6s2lgemcrzUhTcq+BwdG2nbDdooE5ptx806Wv7/NVTlevEsl+ZbbKyoy3kG\nIAyBCatJ2UH/iySGKLk+DDWSvY7/S46XrinXLnSdWhQl6dC0IEjQkZNR3Jg+FiYLqHrBONAjzlZu\nqLEhwrpSOSH7Xty175Qcr4QpP6NuFrXL/W30cWrfJJ9pK3zeayCzknGCUGPS9EVlZV7iqzPXUZ9x\nOHFgBypqpTYEfMzc8S0+k3lzwhq6rQlDlyQ9vJzQuZ9sJSST4uv4KohXzIZLbEij2eXwvwjxAjKe\n5+0EdE3TdM/zvgQG/g+36xc3XfMHY03KDlCahKkHNzSWXK8gXsLxys0iCjIj95hc7//1azX6i75S\nmHTGo2SadOdaezzpCE+mljwymGykBVtK+6FpGi84R7DJa8aX5lDubfMANOkMH12FZ4cDTA65yBwz\nYSIkESJeMrk+uzuUBkR9BPGSpQF0XaNVSV5wnLjQ29aqelK2S+fmhTmOUnSnKO+KBMerMGH4jlaW\niG4aWkC4j9PxKlv3CWksLjHf4U5zAkOdWSTx+6dPzQx6a6u52XyB4sd7w9yJsHsd/PA8GdcLpCvy\nUjsZrs+libMrwvHyrz/j+FIaQVZjI6KhUeRCnvyFKeKzXojoiN9HMzWFyccQlQXiLBfxyg01xjpe\n2ec93QDiFRdqjNOji8pXyNcHqtPYWC1FeTcsssqM4JnL5TrmcLwaCTWGdUf3vOh4HCpyxoSZ3PDO\nT40mFOha7sIbOF6WyqUUlolBvOozDgPv/IwpP20Jj53lWor/CwcgX5oLIcIRddUFsVYKZ4YIhq4c\np/7/spyE33ZyOF7bs4iXTDHw2xPOFQpq1EBISi6SnTD1ALGTrwXCsdHQuh7oeLkyjy/32nfVhEKg\nCuLleKrjrSCi6klH7tOS9bvqWLezNriu2pQTZDVqmkZxnqUgXrYbRgvk+sBh9ryEeGXUUGOw+VO4\nmPH3Vam/GBl34GutKVmNwfwWHiMVyayFUOICwmoo0Yxl/zr+OxyvPUG8KjRNKwK+AV7WNG0bvnr9\n/6dMFlAtlBCveHK9GtsGeVJTJyYIRVkVjlcE8VIfCBnxksn1Lp3SK2HjD9QNvx1ns5GTTZZUQlE+\nIrLQ68LI9P30bl5CcysJI++Al0+g24L7MRjBUcZMDt1Vy4vm8QA5IUf/tZj8CY4dnDcGZheIV0FC\nRbw8z++3lsV5wXHi0pHFjrt5UaJBB0KYnFVTG+iwyYiXjxSW5luU12ZyQ401OynYuZD77D/STKvk\nLPNjTuELNulNecsZxkXuu5Cdv+vajia/92hY8G+Y8ShlbbqR0C1uSE7idN4noTlU1JbwUtXdQJnf\nLi+Ul/g5jle0KG7wfoTsCupCHMpJhMhX1OERpjpeDfO9RFui5Hq57mZcKnudROYV7ZQtDPeE78ko\nUFRl2o1xQiDUrpK/G2f1kYQX1wsL/EYJ4nHtbUzHK/EfhBobElCVrz0+1Bi2K7rwipB2g+R6xw2Q\nQfGbyvoMFbUZVu+sYWDnpv41ospJiLC5WOTirlMeW7brkZEKF6elcDj8z5LrhSK9wvGqTlGcNBVU\nVHxXnF/ZWEaaodRqlDY9FRL6XR/L8WoA8ZJKBjUaaqzORZuq6u2cDPDGnMaR+7TkxRlr+WbFdon7\naAc6XuDL7ciIV8ZxQ8dLukZxToW/Gwk1atns6j3JUBW1GkW7LQOmLt3G+iytQM5q9KUn/N/J414J\nNcYULBcSRdE6rPDfk9XYmJzEY8CrwLFAHXAZcCpQCtz2i7TuFzQfZnepSdu0yIZlLCOElmUxt2ga\nLYQPnYJ4eSripYQas+T6goShpGH7v/P/9tZWsynVFkj6KfqOy+idz4OZh7vvOJgyW4lZi9pa4sGU\nOQHgT34Zx4W9Doe+p9Bl/gRmJyfRRKuGCvipsB0L2EdBNKLXEtb/kxyvYPHN3QEWRhEvz59AWpX4\nfaxr8QJ8FVmNs7KCRCwZXrYwKzLU6RJ6WUJryND1AJlKRDlOa74GYLq7L3O9vXjFOYy22k6uNv/N\nRea7LHQ7Mdvdm/VeS8446j46NC2AFvvAxOO4bMVZ9NIP5mjtC950hvG+M4TbkxM5fd0NPM3dVFKk\n6Hol91DHqzE5CWFxOl7ie3KYJ2pyNmCjjpcXdbyEQxW2MRryglwR0+jtC6QJlFCjtPuNcAbVDYD/\nV9fUJInGCOsq4uU/JyKr0fE8dDeX06X+37/mq1+fT9PCBNcd1TPnHP9JCaboYrB0a5i8IVceEBZy\nvHLJ9eK5EnINOeR6WxSK1nKQxLq0o5QMkmtSio2P2HjGKtdn6Qn5CYOqetvnEolziAQQgXhFii03\nhOz+nEWRLdF2Q9eVUOr2qhTNI2iX+H3ceXMWaCnUGDhelqHw7f6TrMZYcn1kjHuep4QahTL8kLs+\nB6Bv+9J4Ha/IKXu2KaF5UZJ56ypCxCvt4BI6niV5luJgpW03oMTIiJeZ3RjbMRsrefwJRye8lthu\nCJ5FCPv8pncXKrSEKOJVRhVOzNoCKI6l3JZg7o90Tkl6M2xfBmUdwMqPb+QvYI0hXsuAfwBtgEnA\nq57nvfCLtOpXMD3L8apNORQ2C8n1YgKRZQACcv3PZDUKbzxAvGI4XkVJk9q0g5NJw+6NUNoO1/Po\noa3jw+T1rHDbUmUUUObVkErls0/9Kjjy75jFzYDoguX6i2q94JSFZY5EbD/juD7efNwTzCwYyrpp\nr7FTb85o6wcurX2YQuMIpjoj2E5prHBlXK3GOH6NmGALIhwvEdcXocbddZlYxEto7zQp+HnES8uS\ncrwsuV44E4JgKUK0glSqZDC6Lsx7FSdRzIL6roDGcq89y732TE/3ZmziO6ame7EVHxk4WUwA7QfA\nBd+x47GjODr1BbOM/lxZfx6gcaPZimczf+X95I0scjtiVt5M2m4OZBEvz+Z+63H6zSsGbxj0PMaf\nCJB4QHuAePklZKKOl5cNAeaG+ITJzlu+1Zjj5f/N0fGSFo74UGPjCJIZE2rcXZdhy+56WpfmBdee\niUG8xGvTCIuN+99teAFXaupl+0dsngR/RraovyrI9Ys2V+Yg1cL2JNQYJCJEzjdvfYX0Hf86tlWm\nOOqhb3jq9AES2hxKr0QrBuQFiJd67JTjUpqwghIqEHG8gnHtP0/C8RPkdLHxDJ1lMR+G/MkC4XjZ\nbg6aJ9dq1DVZxyvXqd4Ty7cMqlNqAoWuEeiyCdtRnQo20Gp7wvEi3+fckFT4DIpP5HFTmDAaCDXu\nieMVv7mqSTuKU5GI7FjiKhfEnTNh6JTkmdTboSNcm3bACyMWjSJe9SripevqM1uXCddEYdEyQA3V\napTDh2Hb7GDdVOQkdA1z+0JmJi9gw0+HwIEvQbI4PtQYIdcbWkiuP1j/kUH6Utqwi3G7psJjwLlf\n+HP4r2SN6Xg95HnegcChwE5ggqZpSzRNu0nTtL1/sRb+Qiag0uqUHUggyNwiWTU44HgZMY6XDMWL\nUGMj5PqipEkTKjl63l/ggd4w+Vp0N8PpxqfUexZNtUoKqWOx14kaL49vWoyDIRcEbZNDLBnHUyYH\nU6pNZhp61pEMB8SW1iO4KnMeT5qn8GjTa1irt+dqaxJvupfQVdsUG+IJ+kCatdp629FwYxGvgOMl\n7eR1jQDx2lGdjhXgE6r+TQqsAJ1oyOTdsxwqFgRLwXcqyRccL+l4n94Iyz+mctDlOKhOiI3JF8nD\nAqcLImGikrY80u4+3rTG8K/SyxGs7MVaFyY2v4wtNOdgfSHDvz4JuzKbnm3oFH59O8cb02hVPhs+\n/htMOJKtW7fw/aqdYXZiZDIVtyIR2WVGyfWeFy5mDSJe0jPSmHK4uGdR5Xr1XNkFSoLwo1pacbUa\nQc1qvPCVOQy563OFsC2OqcpJZI8hZT9BLndDdijlzVAgoCoRfKNgWY6Aqh6S8KPCs3FJNQATpq3m\npe/Wxn43ulDOW+c7Xk0KrKAty7dVs2hzJcu2VimOV27JIBWVjDqgGdslkUUZZJV58DlZ8rHlItni\nelK2g6aptUx1LVxoHdcL6ARpaaEP+k4Lw1H5lpFLrv8PPa+4vYSMcAgrr8nkSPaAREvwvMjGUm1H\nEGqUBFTlTU9R0owo1+fSLWQLkg5cL8iUiX5VDjNCrt6gqcuCouH70TGctHyQwHbC0G9t2sYjzNiN\nOl62K2oaugoSZmYJ7nEcTpkrG+3/Bsn1EuIv7n1d2gm0xkwjFLm1TB3z2wdx0em842t49yLwvFhy\nfV3aobe2BgNH0XU7yP2BCdZ9XGa+xThzKm8mxsDYZ6Fpl/gG/kL2sxwvz/PWAvcA92ia1h+YANwM\nNLxV/l9oIquxNu2EHC9DdmLC2HS0VAKoxFVh4sEShG+ZW1SSb6Fp0Nqs4vHEnbSq2gq9joXvn+AB\n73sGGQt51zmYG+yzyWBg6jpFeSbHtG/LME0LnJGocn2RVFBaJmOK8Fuccr1laKwyunJZ3h0kdy3h\n4+S1HKbPYZbXK7yW7EASx0toGUboc8knxeOJh/m3PZx/2ZcE36/P+CE/scjLNdwMTaNlFvHaVZMO\nF0E51JiF3MsKEsHuuyFzpGPXZpyAyBsiXn7mYeBQi9n7+ydhxqNwwJ+pG3g+fP5lzrGL88wgQwpy\nF/hdWhlPFfyZloVJYEe2HfBV0VE8uOtAmtet5hPtGvLmPM0grZSD5r9McuOHPG8fQfUhf+fCvXah\nPX8UmceHUuu2ZWibYfQzl1GfukY5T0CulxwKWUBV7jvRxrgkAlCzARsr2BzoeCXiazUqyvUxWU9B\nOyPNCMn1uefcWpkKFou4UKPYSbcty1fGU9QhKkyaQTvqIztk14W8hCy/EEXo1DYJHS/H9UhF7r+4\n7Kjj9d78TeRbBqcN6RR+N+IsCVuRLY3lZ1yqqFTaDsMl8ngWtzsMNcZzvDLZTFohKCkfW0a8RMjf\n9TwFUapLO1m9uCyPx1OlJ2zXC54nv2SQ2g+ycyz0xPx2qnzBPbU4REmLyWpMO26sXl2ArjsemvRx\n9LBKyaDsYeVNT55lKCXfhKaX7EiKbOjSfEvhKzaEeO2sUee5KMVCFptuTMcrYeiYRljhAvz7KO4d\nkEOuF5SV2rSjOGR+vV811FgfyWoEAukeYQ3d1Si53vM86u2w1JRcS7JL+XT0xe/wvDOa/fbqyEGL\nHoMZj5IqOQGA/tpyOs37BrrezKE1k7ki+Sjz3G7MTj1Cj9QyLqp6iv1YxDKvHVen/0Irq46l1mDG\n9hnRQOt+OftZx0vTNBMYBZwEHAZMBW75H23Vr2ABuT5tBwJz8oNlSamtsuq6sDjES4ZSIXeHUJpn\ncm3tnXTStvJ6jwc4+cQ/wdf/4NAv7mCl24bHnWPIYAa8LV9OIptJomtYhroTsR1PmWyiKF3C0GOL\nZFuGHgiNrvE6ssJrx8H6QmZK/RMl1x9X8wZ/TLwIwC6viHHmVNrU10JtfyhoSsp2FT6TTBqWQ42i\nbWP0bzly3qOw/wtQ1JLy2gyFCUORX2jIwgLIHrUSYmlk+8f1/HMEIUhDh7py+OwW6H4k/P5uzOpM\n7LGFAr6w1TtqSNkuAzo1CfrQNEKnDnyHxSeO6iz32rOx1Qjaz36I15PgbjKxh/2V2z/tg/PJMpZv\na8tDxz7GqjcepZe+llbb5oMJW35aBwOeh5Y9s9fmHzs62Vlb5rIgeQ4Lq/flEs5kO02C/ogiTcIU\nxKsRxCEMNaqIl5jzG5KTkDO/ILcOZlymlLDFmytzxpIqJwHnD+/GpYd15/6swnf0/ABFSYPyWt/x\njnK8FAFVj5xVN9pvopSO43o5CvVuxJkRJhz+6Hv+X/X9bZWpoG2BcyRI6pKOlCwf0mBWY+Ra0k62\nWoIRIhKy4xXIxCAI0qpuXV3GUWoduo6vw2dkpSd8xCt8PqL3VL73eZYRcrxiEK956yv4cUMFpx3Y\nmYYszlELHcFwfknbbiw3VJ6PDC93/haWDpx/iVxvqY5XHMIv9/81byzAdj2eOWOgpOOl8jBlkzW8\nINfxMo34jZZ8Tj/s6stF+DVKs5v/tMhqjEe8RCSkLu0ooUZBdo+Ti5HXM+G0C2uM41WY3saD1qOw\noxOZvF5KP5i6P98fp3/DkfOewGvZi6fWjebMdv05KLEKPrmBQU3f5Dh9CNdZr9JycQU8/TXj61az\nxO3A3toGWiy+hpY1S6ighNudM5mYGU6KBM0TSRL/JTpeDcZwNE37naZpE4ANwHjgQ6Cb53kneZ73\n7i/VwF/KxPzgeUiIlxxqDJ0IgTbJE3QYcggnZvGwhoiXOqEfnZzHfun5/NP7EyuK9vffPORqhjuP\nc1j6PtZ6rQFZpNFR2mRFHKmM4yqTQxTxijpq4nm3DF0pKPqt14cD9CUUOxXBCAp1vDRwHUbUTmGl\n24ZZ7t78MX0zt2VOY4g7B94aD55HynbIs4wcMqvr+ZO2zL/Qa3dyhzWBTru+hRfGQLqGito0Zdlw\nrGnoHKHP4hzjIzppW4iaLNpYI3G8DC2sU2nqWqB11Gn7l/DVvZCphZE3gG7E1m+EsOajsItfncvY\nJ76V+twPWxVJ33Mkxwtgfo9Lqeh2LJekL+LLY79DG/G3IKz57rxN0PckTs9cxyGpB7m5w/Ocnb6K\npnVr4PEh8NObSv83rV/LScYXdNM2omtQOPUmXHQG2nO5wHyPvbX12NXl2fsfe0kKahZmm+bOlOKe\nRZXr5XsZCHlKocaoenyugGpuqFHYos2VCr8m2jbX87B0TXm25OsQVpg0A/RX5uJEsxqjWlSQi3j5\nSI+nZKcKE02LcrxEvUrZxH/VOp5egKjKZGBRjDptu8qmJ07Hyx/bAsFT25fJOiCC8yKOCaG2E4Sq\n+K7nsa0ydLxcL5y3ZPFkLdsnthM6XmnHzXEmZK3DfMnxisucfn32eu6ZspTGLC5pUBbddCSHVK4w\nIX+3n7aCsq3f43m5XCFhKrnef0/e1BYkDKWEWH0kWxNgW1V9IA8Rl9UYHXI7A5Tf3+xFEbE4xFM4\nriIsKcKhgYBogHjZQZgY/A1lddqWspL99lWnMgriKfhS8sYiFFCVIkLRUGMDmFfSrmT4nMv4g/Et\nRV9cn4OOG7pGG2cjd1gT2NZ0IIz/gl2UYKPDSa/AmIdI1m3lgcQTlFLN4n2vBF2nnBLOz1zGA/ZY\n2lX/SEovYHz+P3nRPZIU/jpSmDT+a3S8GkO8rgNeAa70PK/8F2rPr2byZCsy8awI4hXoeAUCqj+H\neIXx9ej3mfMiN6QfZEd+Z96uP4KjpQdis9cUOfwhCPNikQ/bpCs7zIzjKSn2ph7KDRi6z/FSSgZJ\ng9aVFqBpTm9Ot6YwcdcpMO0mGHZlMNBLq1fCe3fT3NnGTfYlfOQOAWCl0468hMlfVzwHP71Jfaa7\niniJ3b7n70jFBKHhYk25Co0UU7texfBV92FPe5jy2sMCjoZZvYlHrEdJahmu917mA3cI891unGB8\nzenpa8m4bbLHhkzaoXmRP9ASmkMytTO4/sIEDNYWc9TC2/2L6XggtPFFZBsKy8mh2zjzES9d+Z7g\nvojJsLygCysPeYj3Fn7LcfmlyrPWt0NZ8DpFgk1WK75wEzze710u2/o3+Oiv/rWkO6LhMnDmZYyw\nlpHyTJav3IC18Xvusc/hsLxlnOB9zanGZ3gffg6cuUeIl+26nPbs98xZW87C236vfM/zfAKyWNiE\ncxEuHHsaalTbERC1Y9C2RZsq6dmmONu28JkJ20TAfpfHQhRxOn94NzaW13HX5CUxOl4Nk6x9U9/Q\nJD7TyPRUmPIxHDAemnYNN1wRL9J21TDPqh3VsVIhlXV+NmAiq7wehBCDUGPozCglooIF01PCN1HE\nSYj2yhwcES6tV8j1WhA+3B4J7UcRfoEwiYU9T3LMo4kDsvOfnzCCRTuO7+YTvO3scxf/7MYjXqHo\nppAoELExI14AACAASURBVHVRo1ay/gveSd4EX8OafcYDftgpetg4jpc8bvIkTl3C1CTESw13imc/\nqIMrccuijpVAvN46/yAm/7RFiQqAGsGI6r350QwncA7N7KY8FBjNIl7ZZ7skz8TzoDptU5JnBeH9\nrZUppS9MPVtbMRO+KUL3Mve2IcRrmL6AbtomKrwizjA/odmzOyFVyRRnEL9fNxXzqcH83exINQUs\n99ph6IcwuuIVPDRm7n8vR1v5QVYxug4DzuS9zKG8/e6bZDA5o9sf6XnCTYy6aQqO6fFcpgWHt65h\nTuGh7Nheiu2G1UgKEmYgk/JrW4Oriud5I3/JhvzapjheyRhyfVxWo/SjgOshTcBi8IrC2wEnpXIT\nfHA5eR0Gk/eHJ9AeW66Q3j1UsqIsFGkqzqCe4+ipiJdODsdLQby84Di2xAf40unLQ9rxHJK3iv5f\n3Alt+pGoSvEHfRqHfPcGZHazPNmbT+tVHd2X3SP5a4ef4N0Lad/mXhJmx5yMRdf10PHAdbi/4DkO\nNJaiLV7HffbJJNuMo6e9iJKv7me9147WHXuA51HwzR04eByfuoWRxlzOM97nGGMGAPdaT9J79Q42\na+OxvUHUpG06JgsAuDb1EEPWz+Zb7qXQ2U3/tc8y3JpGldmM4uEX+7Iaol8bCGcW5zXueGUcX1Fa\n/p4IS8moipgAk4auLCpRRE30U41RAmMegqeGwxtnM7awByuMkRTvXsY9mZO40HyHfZc8hN2mP5NW\nD6da78jh2jf+QVZ9QmftSAy9F3GmhBodj2+W7wjaqSkobug0JSV+YLhw5Ia8IEZOogEdr7i60os3\nV7JXS78oelxtSGhASy6ykz1q3zZsrBCOlxRez7Y5QIg8L4eQkot4aWieS6FTyZWZJ+G7OpjzIpzx\nHq7XAsjleDluWHT+wlfm8MWSbYzO1p6UpS+2VfnoUpuyPDaU14WoVKCHJRHg9ZD/InPBTEML5oWo\nrEbadgPR3lzEy1ZKBmmahuOFiIawaE0+Qzhenh9OFY5dxnEVSQdQEa88y0BLhaVsQHU+fHTP78uo\n/pbcr1ETHC8InVrhkCrmeTT74SE2eM2h/SA6Ln2erloPVnltc+Q7ZEQxCPPHOF6265JAJ05ANW27\nGLquyMnIPD75WlK2w4pt1eRZOl1bFHHhiL14e+4Gpflq5QL1GJapQ9oJ2mgZGqlM6LTXCI5X9hLE\nfFVZl6EkzwqeVTnMDD7IEJWTCHS8JERRRlRZPwvL9jfNfzNfpqfulyJa4nbA7TqSr1qcwiUfVzOn\n13voqd2M3TWVpGaT8Qy2bjmSrtVf8JpzKCVFfsQnKmBc78BMz6dgnOL4lQXqMg6tS/LYtNvl3y2v\n8J/PrTsUJ7IgYTSa/fxLWuPpYv8/smZ5UqqwVKtRmPD8xWuIIF4x5HrhTNWmIhyvWc/4UvB/eBya\ndCIRCQF6nqo6HkWxhMm/8xd3T+EAyTpepuGHIxQdnuwzaBl6NmyQ3eVh8oB9AncU/Q2ad4eJx9Pq\n3ZN5MPE4ifRuGP8597R9mEzEb693gJNfg9IOnLvxBtpr2zF1nSH6Ig5ecB0s/4xbnYe45cfD4OH+\nHO9+Sps27WD433jaPRrX9XijyXhsDG73nqB5ngef3oj50+s85RzNHG9v7rPHcVrmOh61j+UDZwgj\njPm0zGzkfPM9n8+Tdvz+2jyfkZmvKfBquc16nkOW3E6fdRPpo6/hyxZ/gqGXQ+s+Ul81FGrMzYyS\nzXGzoUYJ8RJpzHKRW9HvYmI8olcrwHfU5VBaSOr1/PZdOBOOfYxWNUu533qC2pJuPOkczf32H8mY\nRaSOegQHgx+03jxqH8v49BV4eoJzjMmNKNdLpXakyV8mC/vtDlXc5RqRct3NuFBjdOHOCTXqDZPr\nV++sCSshCEKyFNoElM1EcB3ShCqI4qL/6yPaeq6ERrpubiHdKEJX4OzmfS7l9fQFFFEHp7wOBc3g\nudEM+vFmTOwgNBi2JySai4LDsiinsG3ZMGOrkrzguYGwPzOOF2zqFAFVyTFIZDk9EM/xSpi6krGo\ncrz878lyEnHhHwiRftEOgQKaWf5oXFaj7PsMT3/FhC0nwFt/Ydh35zJa/447q26Ee7rAv08jmfKL\nQ9dE5CKENZQBKRA4gInfrWVjRV2IeFVvhwWTYPlnsGYaeVvn8C97DPN7X4tj5vOw9SjjjC/J3xwy\nWhXerKsKqAoTm2Fxn+JKBvlopdonso6X7BRc88YC3vhhA52aFkrXlTtuQs3D8HgQoshyGZ+MG0Yx\n6nIEVEW9RltxDLdUqo5XwPGKQbTlOTOhubSsXQkfXAHPHs4Ri6+nFbvoqa/nC6cfz3EsJ3p34419\nhuomPUljseWwh1n3++cYnHqMQ1IPUE0+7d47GcvLMNE5PLgWXdMUh1ZVDvACHmSTbD3eetvJ4aWB\n73j9bwg1/v/KejUPFyNBlJYfLJ8nQfi+57HPlvd5MzGRJ+2jObViLqy8lJTdLvhNJgfx0iBdC7Of\ngx5H+aV78HcrtqM6RAlpUUkqiJfkeJkhx0tMqjJ/R67tJRAveYGSYerqlJ2zm6whH879DD67lZ1m\nSy76Cs77XR8Obd0HU/8hpw9t14PC5nDKv9EfG8Zz1edjPnQVr1iV6Fs8ePkjRpJkYZPD6ZeZCwf8\nBY6612/fp5NxPA+zaSdus0/jH9ZTDFh1LKyoxxt4DvdPGxGcZ4bbmxlub9pr/oLWtKSIw6o/Z2fN\nC3zoHMBeqS0w6R9UaUV8kvd7xta9AdthUc9LuWJeG/YuHswxkbY3jHjFO171GYclW6rIuB4Fhq5w\nvETYVgggul5Y+kkc76nTB3LmczMpr0krgoVBWR5xL5p1g2bd+HjBOn5csYYRR16B+9JKJjijGDj6\nKg5t2R5Yh+1p3GePA6Cq5zhO+ukVJtesBjrntN3SPW7Pf5XN6QK2OR2Yo7VmldeWtTtrlGLirheS\ncZOmEZ/VGIN4/VxWo5hQMzELqeflFtmOZoGFiFc4LuTzC4RGjJVoprHPWwqd4mjIR/HB137L2FU3\n0podrKcNU9whnLj3EdDyA/jsVrr/9AaD9R7Mtvsqx7CdXO5YdKxCWFOwTWme8llKcj7DWo3htctI\no5WVihHfV8+ZFVA14rMa4+Qk6gOdJk2hNwS1P6VQo+36WcoiYzoaCgych1QVp1Y8SYVWQtmC12iu\n5/FY4jscR4fuJ8LCt7lC+4GPuJXatEOz7G/YMAs6DwPDCvrz8sP3ZvwhXeh108dBu8S9vnvykiza\n6Mto8O4FsPwTvw3N98YpaMHruw6lb6IZCw64l/7Tzuce62lSX30IA34Ew1T6UBFQlTYsgXxH1iER\nkQ75nmccD13zlGdT5njJz93WyhS92pTw6p+HBO9FN05xRdLF8yI2dGKtsIyonEQuuR5CVXxhOYhX\n1vGSb2sooJptzOIPmJI6h4JV9bAKaDeQzhuncYvlP9v32icx4uARvDuwg6KH6XoedWmHCoqp8IoZ\nn76C5/sv56sdxSxd1zF4pv3lVkVGgz52vWCjJ+auurRDWUEiB4UuTJiKvNCvab85XlkrSYQ3QmQ1\nKlBqAPN7WBUr4f07Gb74Peo1i6cSD0AKeGMBZo8Xg99kHJch+iIu3XgvZcYBGNoQ+HES1O2CIecH\n3zN1TXGI3D1EvGRyvRg8OTpeUiZmlFwfyEmY4SQqm+cByWIYfR/l26qY8eXXnNK0b3C8qDlZ9EBv\n1o17W9xD38ovGNO7OY9+t4MWQ8/m1JL5HP1xM0Z07Uu/0T0VpUpd939fnbJ53TmUCq+IK9oupOfw\nk9B6H4c2/aMcHsYGryUXZS7hmBLoW/0NJ6Ve5zjewVrpQGl77iy9mfnsw8sV+3LN/i5Nh57DkrnT\nOat785y2i4yxqC9Q1ECo8db3F/LqzPWU5lsM6NRE5XhlURWxK3ZcT1LiDx05ka0q8w7Sdu4EDjC3\n5fFMWL6aEUWtgJUAaGYyJ/QAsH3QVbT46U1GzLkYakf46MyI6wENlnyAtnMFp3nvgwW4kEkaTLB/\nT+3SOqgvgVa94NtHKK37XQTxcvAkjornqciLsIYQE2FRcn17bRtXmG+QJMNFmYsDR0mcRxaHhXDx\nkKkAiuMVQabl8L9I55fVs6OJBUG4dcNseG4UHTWT29wzeNcaRWUqw4kAZR3hmEdwFr3HCH0e0+0+\nyjFsN7dAbyg0HBNqLM1XPhPPQcp2Ayc8TsfLdjwsUwq1yRur7CKTMAyVXC/peMkcL6FcL+5fUdIM\nCtlDiFwK4V4RUjey6GLacXPGqKnrYKfhjXModso5P+8enrz0RN6auYamn13O7IJhXHv87TDgDJo9\ndzT/tJ6grnoozPkHfP8vPwFmxA1w6NUhNcLUlGiE4KcF/6/ZjuHZNM1shuWfwuDzYPH7sGMZ1UNv\nJPVZAtfz2Np6OGdnrqavtpLLa96EZZOh55iITlT4vMdzvML7JPpcWMp2ffFRW70n4n+yk5qyHZoW\nJijND+eHaIg+WiT9oc+W88BnfmavcLzEpsbX8QrndOF4yeR6gKr6jPI85iJees74rc+4Wf6wBht+\ngDfOZp3egZktT+T0U06DwhZsu/9gRtXMYqtXxhKvA6Mtgy7NC7PHDMeePFfM9vah8ogL+Obz5bBu\nfbBxldFa0VfCbMcNjiG0MeuyUkZxiBcIesivq4b1m+MlWc82JSzeXBkMaktBvDSOrP2AfyVfpOCp\nKtB0ZnW/nAt+3IvrrFdZX9yfS1NPMWblLTzCpfTQ1nNU9ReMsV6nLFXDP6x5bJuXD+un+CGkTgdL\nxw4dKLGwyQ+7gnhFULiQBJrlEMnK5roW7N5NXSdh+Jk4IuValpOQM2CExZWlEHNBQ6roGdclqRss\nt7rzY0k3jvr9YB6cNoWrk23goGFsnjzFv7aYlH3H9bLaNxqfugM5sN/p9Ny3S9D+hmDiHXozBqWe\noHczjYtqHqGweUcGnvsIyyb8SKouw2Jvb9Z07sPgNmXMu+l3yuQmmxkJxUK4M0wY6vkXbfbLvOyu\ny2BGOF7CiQ05Xqqmj7Ck6Wd57YxxvOLKieia6mzoEqIpO2r1iSZclLmY+xNTKF7yIdTu9KsiJArh\nh+f8L3U5hEeLLuWr+UsZn/yc8d5H6NM/hOlAsgRSlZxpvMyP2vmwKMM/Ug+wz/I1eO8cCYwJ2hhX\nqzHK8coVUBVyElBCDa8l7qAV5Viaw0fOYOrS7SPXrv4NE0biQ42B4yVCjbJyvRtKDojMvOhzHxz1\n6/sgvwmP9n6dV2ZsJy+LltmO6x87UcDmJoMYsX0ed3CacgzbdXFcNXwdzQoFX0oi3zICcd+QVJ+b\n1diQjpdAETRN5XiJOcEyVYFRWXRSOJ0aPqLmeb5kRtLUg8U8CDVKiJcsKmsaWpYDmJuoYOjAR1fB\n8o95t92VzN3WDfKbUGNW8NfM1XQ0CrgWoNNBvFwynjMq/4U9cTCkd0OfP0LVFvj2YRh0Do5RErRD\nfqZ0LUurwOU68xXOnv0xBya6ULi2u/+wHHQx9BgF3z1Bqt+Z8Nn3QQhxqtuPb+jDBaXfYrx+Likt\nSVlJCyxuwtbMLMdLRZUg1E2LhhrlcZi2HRKGlsOrFX3ueSGvMu24NImUMovOsSnbUcj1z3yzKvhM\nOFxi/jcNnYwbcryitRpLJMRLHjsC8RJyEzLKKptl6ODY8N7FUNiCa92baVfcntNL2gLwep8nKZp2\nJyu8doCmXItcbSM6Vyi1GqXnTh6iinalExb37tW2hPfmb+Lwnq3YUF6XM5cXJMPs24Y4hL+U/cbx\nyprmZnhhdCFnDOlIj2YmrPuOP/14JpMStzJSn0Ni61zOqnyCFV47nNEPwkWzWdLV1026InMBkxNH\nwOj76FY1m3utp3g+cS9n1zxDMbWck3cf7zkH0nLuQ7BjKQy7SnE8VMfLf09GtmTES154LTNUohc7\n3VwdLwnxyiJ4oZhfeP5YxEt6LYckAIyYwQhyqQ0fVRCOopLVGJOxJBzB3ZJqsqw83VDWIfiTXS15\n7NSacoF7DVM6XwN5Jb6zFhTr9dtRVpBoMGPKiplhxAQlUFBhSUVcV6MoGbbVRwLcYOF3PY+K2jR5\nlq4M+DwrBvGKCUeJY2ioO315AZK/bzseX7t9mTrsFfjrKhj+Nx9p/eE52P8MH/36wxNUFbRjvtuV\nB4ou53fpe3m2w10w9ArQdDjuKSoSrXlcvxcmnUYXdx2bE53Q57/KkfosLjLeZuj0M9FtP2soTtla\nWEPK9YX2Lh61HqYV5YxL38hqvSM3WBMZtu1lumibg+870kIlH68h5XrRR+LzHI6Xly2kq8XXc9M1\nza/ntmwyDD6fjFUSaETJ9whgfbOhdNM386j1EF75GuUe2K7K34uOVfA5Xi1LkoFTE+W3yVmNupab\n1SY4XprmiyrLSTpBYfYGyPUpiZOlhhp9KRhZv0v5q6H0nSEl7qjkfo8uy5+HOS/A0MtZ0HpsTpFs\nue/fyz+WJ+wxeJoBf3oTxj4Do+6FVCXMelYKuYb9kE99Nhqh81fz34w3P2JhyVB6aWvYe9tkGHg2\nlLaHrsPhlH+jJf2MWdcNkSwHg+UH3cfL6WFMT++FWb6CA/TF5FsGnmPHyknkhBqjFIFs/2fcaKhR\nlcQQbUhl3JwastFxU5NyFIRb3pAHiJcg1/8fIl4i9J2248NyZUad73RtWwij7qHWKFXuZdoo5Gb7\nLF5yjsi5lkBDz/Vyy4vpUq1GkfmuqRtRP/kim0wihRq7Ni/kx1uO4JyhXTB11VkDggoLXy7ZpmiV\n/Rr2G+KVtS6rX6Hl129xa1EruHsrAIXJVjRD5ynrfoxXnmCn0Yzx9Vcyf+AfQdMw9HXB713Pg/1P\n5+Pp3zN250RSnsXlBXfx7a5iqrwWzM6M57BhwyjcdzS07aecW3ApguOQKzwoTOa1JAwt4JGJCaDB\nrEZDC7k1WY8/KIURyY5Urkm8Dgi+ue2QTUy8tuNSkDCD7yu1GmP8HpHKvrsu45MgbZduLYqCzxsT\nUZWdOtv1QhKwHk6IPyfCKtoQNeFQFSRMhXwuT5KmrufITtiO53NMsu2qqM3k1PlLmgYp21WEExsK\nNfq7VdXxlhcgecIXKe3BNQ+/BnofB9sXwz5HQxZmt/SlvsPtuKz02jE53YRzDj8IRt4Ius6E1Xth\nznuRa04exTlT8mhbYvFE1cU8uesB/7g7oUfJl8A+gaaRpmnUZfwyM+LxiSaXWYZOG3ZyV+WNFOg1\n3GifxRxvb54ouYwzdj3E2F1PMzYJt2VOY4Iz6v8Fx0t1zOpjQo26LlLgc51cXSOrn6bBgDPRZ1Qo\nciupjIu4lSta/57Ni6fzO/0HvIknoJ3zCRQ09cUrHT3gd0LI+ZQlB7ZX+TUFxbMn5gEZyY7ysOS+\nkLP3BK9HmJzQochJSGNdoAWaFkoC1GUc8i1DImqrjpdIXhDjzUfTdbR0Fbblj9kbzJc41viWFvN3\n+3zWETeQ/+mKHL2raGLJPfbJdDjqbkrcJIeAH/buPAzmv4o78JKgHzRN42LjLc4z3+f+9L9ou2MF\nJ5jv85J9ODNa/Y2V22dy4Yi9OOaI3yn3VpYRkee38laDudnWyCPFosT5HK7Pocw0udf9B8tWXQbs\nR9LSKaEaF51OtQu51Hgft3JvaNE9luMlnOaMk/v8CXM8Dx0tq7SvDpTouKlL+45XggxauiYi8C0Q\nr1BOQg7J1WYTKcSmU2wka9KO0r7tUrLHsq3V1GVsxWlqr23nHOMjTuQrWJCGYVfCPqPRP/5GlX1R\nm67M+XKtxigtwdRDaRBFuDfC8fJLNqWxHTd4pvITRuBQxs3lQmbo0tfm8fYFB9G/Y5Oc7/xS9pvj\nBVC/m7abJkO7AVDawVcLL2jGW1UDuPfTVTxsPcrIvTry991jqV1jBQ+vPDDERPJ22dk8u6kLGrCl\nqCdbqYW0A+RhjLgWYiBOGfFyg8VKCjVGeFvCEqYeDvgA8YpmNYavo4rhISFfz4F8Qc26ifJrGhLn\nlBWfrazSsqGHBVQdL34HJXbQFbUZBnRqwpOnDQh2KP51NwzO2hJK5C8EYuHVA6XxPSFTxpXoEPB0\nFPFKRPo5KjshQkDg92NFXSYnxJk09YZDjTmIlz9hKYVpJURTnvDFs6CEKlrs7f+LXJ/ICgJYX14r\nDuy3RUvyuj6aa3ocgf7ZdOo8i/TJb3Png/ezwWvBw2Wv0W/7+yTpyhhjBva6llgdB5KyXQosI3A6\ncrKzsHkycT9JL8Wx6dtZ4nUEYGtJH0ZvuYtRHWyO2fIIN1kvscprw7fu/mCnAudfaBE1lNUoUFZx\nz8UCJK7X9fzQ2gTj7xjr9uPj1iHfMmjvond8OkBxKzRtt1KXUka86s0ybsxcwEBtCa9X3AOvjIMz\n3gvQBlmMVEaaRbhzR3WKbi2KJMdL5XgJiQXRfnFPxdj0yfVhaFUldwuSvB7IP8jHhlBjUNdC3lZ9\nxkcUwoVP7U8hqimyGg1dY19vKXevvo5Pmoxjs9aNc83JfO30YdeQcfQYdSHoelbt3XdEgvqqnseH\nCzYrciWv/7CJr5ZtZ+pVw+ncvBD6ngTvXoi2zpeQSXj1sOwTLjLfIanZnLH1LprvqGGF25bb7dM4\nMOWw1OtITVkPohbI23jq/Cac83qS1LQbytFrZ3CCOw3Ls+m/8G4O16+k4+4avkpeQYVXSMtFUGht\nxZ70OVwyR8pqFKimf99kLS3/3nsKEiNXPohHvDxE8LsmbaNrLi8l7mKvt2poYt7Lpux3owKqlqEp\nG47abFhZjBjZAZU5aODzUDs3K+Sb5TvQNY0BzjweTDzFi84RXGC+S0vK+UwfylHj7wh0EOU5HsgR\nRpPnAHHuJVsqc/TvlCLZUhZtFPEKQr1uGGqU67PGUWH+0K8d+3dsgmnodG9ZlPP5L2m/OV4Ac17E\ndOpg9D+hbf/gbXf6amrI51z7alaPG035czMx9J3B56pyvf83ZTuBxkhbaYKT6xZGzTL0YAIU1MuG\nOF5KqNHQqc5mxInBnRfJagzDMiFnI6qPVJAwgkLessm70WiYpyFHxg5Cja6i/yMQEZlnIJtYFCvr\nMrRrkq84XX771d/omqQELqFpjquWVZKV63/OouFMucxQtD2KbIeh5SBesoCj63rsrs0oxHrw72vK\ndimvzQ015qqe+/wZ2QGVqXJxJUQaKpIdtDvbJwKqFxUWwnOG98oPXbg4Je2C8MHK9mn6LXuIz5NX\n0V7bAc89CYffguv2J2HqDTpe1tzn2U9fzZ2Jy1hS3zF4XzimG9xmXJy5mGn6pZxmfMpqpz081I9k\nlxHAaBJOFWz5iSaFLTB1D11T08TFfRT6TmIBShh64EC1r1/KUG0BbF5Aud6M5xnMH42p/MX4gC1b\nBkP5Ehj1D6X9UTRK7vfZ3j5UjHqcJh+ci/fFHdjuQTiu12CdT9v1SOi+8GZBwmjY8XLkUGNuVqNc\nGseS+ETbquoDvk5OqFFqR3jPRXKJj0LkWUYOcpgfmVsK0zsZ5M6n1C7krJoHMXAYXT6RAxKlbPPK\n+HPmCp7Z+xB6ZMej+H19xpHqq8JTX6+kMBlmE67b5W8ANlbU+Y5Xr2NhynWUTDqO1xI96DttO6R2\nUEsR92WO4XpewTYLuTZzJWmsYC6NLRkUhLlcRV19zY6a4PWuLqPptO4zlhl7cXH9eUxq8gQ3Vr5E\nu/mVrPPKaK9tx0q53JA5izt4DmZPIJVNrrAjfWw7Hukccn3uvJqKcbwKq9cyI3kx92RO4h13KHVp\nhzZr3qWnvgSq4OLEBM7jLP8em2qZO1NXN9N1aTsbatTATmFNvYdTjXKGLX2TVj8u5EpzH/5pnwhA\ntxZFXD+6J73alnBo3koOqboJV9P4u/UsAKemr2NtwQEclXW6xPPQGOIlTwHiWb/+7Z8Cwr38mfhc\nXIsWkZNI234dTv+ZdoP7LZwx//pz576kZTCwc9Oc938N+83xAihsyebWI2kjOV0QLnKWtONTODbS\nzY2D8eV0+aI8s2FukREWGI3jeMncAiNCrk8FIYmGEK/QUQoRL5XAXZgwY2truR5U1mcosIycME9D\nquhylqVwEgVUHIfmhdcVcrziyO85dcsksn10QZGz2kT/7AniFdXyMjSNAssfIlHHKqEkMeiB9psg\n4cshIMfzqKhL07W5usvKMw2cKCrSGLle19RQYzbkommREIcjrvlnrjdCPs+pN+iFYWGRJSW3a3Gn\nU6ms2EHxlu+5N3MS9/VeReLLu2ideJAas6XUP9mD7N4Ar52Kvn0J093eTNUGI0/R4r7XZRxsTCY5\nh3KR8S499NugagfWj6/SRduf4Yuehq++5PDCliwrrOE8/SY+2d0hvC7pXpuGFjiWCVMPQkx9dk/F\nRmdd8f4cvvlJ2mtduNx8g1Jq6Fr+DrQfBH38YrzRRyelcMbC9ys6j6LJvmPhhxcooh+ak2DXzu3B\n59GC9gn0wHHSNQ0LmyK7lh0UKBwvWUA1TsdLbAp8IWSfZ3XAnZ8H57LM+JJBoCJeRhZZEByvaBLD\necO7ccmrc1lX5XKVNZm/rH8ay8jgzdNw0LmnyS0ckJmFtXsNLzm/o56kIs2Rl10Y6zKOogVnux4p\n2w3atbHC5w0G0gbJYhj/JdWzJlI6400qC7uQf9wj/H5iFVudIqp6n8bI/Toxe+I8AKpTEbkDyUJB\nZ5VrtXxbVfB6e+dj+cPH+XTp2JGl6ypYsNd5DJt3NWmtmFPS19NTX8clg0uZOKMrV3VeTdnMJ8G+\nD7ACHS85kSIqJyEPbfmeFOgO1OyEwmbgebRZ/SZttF38w3qSTMZkd30nus+5nTnuXrTtM5zfL3yG\nntpIFnudQnK9FUqpREPKppcFs2c+jT7tn9xpQXpbPl5pBy4232G+241yr4gj80vJMw/k5H7N4Ok/\nsl1vzll1l/NW4ibmensz3e1Dl8jkEs089DwUuoGCeEmv1+4MHV4Iq2T41yDWXRUESNl+8oeZnZM2\nl6/tcQAAIABJREFUlPvPS7uyfKU9UYt7Hn4t+83xAug7jqXlrWgTeTsRQPgSxC7NwnGOl7zLkAdc\nYwrocjadPMkKUxAv6X256LXgjahOmqTjZYSLdlSYMormCPPw2O+WTxjTty1nH9zZb9fPIF6ZgEDs\nKiEfWRk/7re65u+YGnK84jRtyHa1HXF65ZJOgSO7B4NO3uGLkGV+gHg1HGq0DJ9cfOdx+/LTxt28\nOnN9tkZeuEhWNIB4QSiiCRLHKyJFIMJjMtImnpHopBeEGvcU8RKOl+Mq6vXya4HKyouVrSeZ0uZ8\nXlk3GoCbRo6n+ZqDOCX9BvckL8ppJ9MehK0LYb9x3DjrADxPhFJ8E/0jHKVJzgj+bHxInZfEO+ll\nePNcHrQeo9P2VdD9CLRkMdq677mv8nbqkiaXZS5khttbcaBNPdyc5Bsuh9RMYS+3nj7lnzKb3nzb\n4VouXnwKkxK30VbbxVnpq2nVfxR3/3FAbvuzlopBvIJ2H3gB2k9vMN78kBH6fLp+VksBf6eWvBzE\nC7LIaFYO4m/myxzvTWMYD1LpFAbnCnifmpaDcIqQPvjPr+14fLAgTEyAEPGyYxwvIVYqeFOu63PY\n8iw9uNfiORmzXxumLt1Gv43/5vTdj7Mg/wCerRzEGR13MonDWWy3ZVHREL7ZsUPpf2EC8ZIV1UVm\nZH3GyUH7FGmD5nuxe8hfGfXVIO49cD9O3KcDu7XJgEvaLMA0wzlMXFMc4iWaE+VaLd9WHbxOux7l\nlNA7Oy+ubH4YK+0j2OfAsWz5spgtbjPGdRsAM35gfe/zKPvkJM7T3+Z+98ScTWDGjQs1esr/KV9L\nC3sLp664G+bOg5L24KRpadvMcvcm39R4THsYbEjlt+bCqkt5bL9DKFr0Gleakzg3c3Ww4U4E6KcK\nENSlHQpNyHdr4Jv7oNtIDlt8FGOGHsDhPVtS/NwhPJP4p/+DNcDLH8HOFVC+lqfKbmVhbWfGpO+k\n3GyePX7ufKyUDMIL5nRQNy/yXBwlwBvSGttQqLGy3g6SPzKOx/pdtRTnmaoUR8wa05BI9q9hvzle\njZi4UTK5VEnnlxa2WMRLei1nvUVNdqACVEg6dl7EmRImk/JjOV4RHS/xWfRcUadCmJh435+/iTMP\n6gzkpvJHZRZCraIQ8QkRL085hmyGrlGdFfMri3G8oo6TaWiQ5bpHd/IBQqnwCn5+0IU7LS0g6Yu+\nybMMJbwZh3yeOrhTkOKddtxQGyzLXSuNOl7Z+7orJqsxB/HKTmRmzHklHxQIOW8/h/KFpXtUtEy0\ny3XDPhR9EpUYUbL28lvBPqMZ+uNkHtLD93UNWD8L5r4E/U6GYx5hy5wpNI3U9ZMRL4ANXgsOTD3C\nbopY3mM0dSNup+cn15Ayi0mOfQbySmHzAtY/fS6tnM1cb77MmPQdyrPSRK+lbWYzO+jEaXzI+btf\n9K85k+A14xzyzda80fYqDlj/HDO9Hkx1+zJOV+9T1IGVHRf5+usyDnQaQKb7UVy6/G3/zRTcYz3F\nQrczW+z2fEpPrjRfh7Ul0GNYwAXMsyv4g/EFeVqGk40veNc5iC00yyrgh+3IJddLocYsCvzc9NVK\nexNZOQmZNyasRiLXG3oYamxelJCQ0zB0e3+bL2DR48yz+vFws5v4orySrt32ZsfGCjIV9TkbBtn3\nEY5XXcZRshrtLCoURVyjYp5Bgo+04QCxWIcnaszxEnO67ahlnFdsrc72VbgJDop/u/B3+0yebD8A\n8IWjxYZsR7MBZPY9kfN+fJPdXiEjd62HKftSVL6ZcUZzumqb6P7RA/TSjuNAfREHL36D9fknBefV\nl3+M9954vrRqoRLY7yRfu2zzPBLVW5jkHM/GtmPouf418jWbEUdewObXNpKxivmw5ETG7Z7AH92p\nZIxTgvaLe3aR8TY2Bi8ax+FkaR4Dqr+CunIYcT3rlmwjpSdJ6Xmckb6Vg/WfsDG4qp9L13VvQGk7\nOPYxFkwxgF0s8zpQYpiQsWOjAzmIl/y5Hr9uRk2OzMQp16dtlwUbKjhpUEdWbq/Gdl3W7aqlY9MC\nJaIUN/f9hnj9LzHLVHcPcq00UEMacQre8oJW3EixZTnU+HNZjfJkIivXi7/REJis4xWoW0dKv+Q3\n4HjJ2VdhnbxwshNtl9UDZI6XHGq0XbXYb9QMXQsckDjEKxqzj5MSiC4UhhF/rxoyMZlYhh6IBIrF\nQqiDC8c6yrUTJvon7bhBqLcm7RdCLstXsxpFSvSO6tzCrblyEv7CF+f4+2Tz8PsixN2Q1lp4vWr/\n2K4X8Cf8c4ahRlP3d5fRmnbRIsf0HEPZj5Po7y1mFR0xcej046Ow4EHIK/NLNeHfo2jJoJJ8FfEC\nKKckaEt939M55gO4/OBOjMkr9b/QZj8uK/oH++6YzAOJJ3jIeoyPvLOzDbR52LuH/tpivrb6MMBe\nwQ+JQVxf/ycOGdifmQt3cJDjMqvkSG6w+wTXEqUE5IYaZQRDej/rMNYc8zRv3nMuu7xiRrasYkz5\nZMYY3wGwNNGeHvoGvFc/hrIO/M79Awn9JPose4w8LcNKtw3XWa9yjfkax6dvJW03CwVU9XDsuApi\nFj63cuhFmBVFvKQ5qlZCvKJyEuLSAkd22Sfw+a1sbXkId3pXojtm8HkgJxFxpuVFNj/ht7MuHTpe\nbjarVjx7sm2OOF6ygr98bF3TlGe5JuB4xSHr4bFkp7kq2w+uG9bYDBwvO3duFfOC7XhUH3orqxfM\n4UbrZapSRTDrO/LQuctMoWsebIOPkrP8824xuNyYzqfcwHjzIwrfnIzbui9PbOjEfvt0Z+jxN/kn\nKF/D8imP8/78IYwsLmRWm1P4yyHdSBcmgI04nsfnTcbRdtdM7jAn8NHuAt5hUNDGFqkNnGG+gYtO\nUy3DEd50trvNaFJp+uK/7QZg6FOC/t9JKe+5vrbk1SOHQ/M7wz7TZwSvfS6ZTbMidS7T9YhMBuoG\n++ecIvG+LIYbp1w/d1059RmXg7o144MFm7Bdj3W7atmndXHOsWQLBF//S+w3x6sRE2E9OdQoe/ry\nwiYLSYpdkzzBNaSA7h9fD9AxL/uTPclqlAVUY5XrFXJ9LsdLiHLmNyAmJ+9exQITDTX6CIxcnzJs\njyk5Xo6LosMTtZ93vHQFcZJ3uGFqeva74rx7MNiVcxiRAa/5WWT5lkHCVB0v+TlQd3MEbRHJDeK6\nckKNWQenvDZNvmUoqdW5chJZAdWY80bnkwDx+pmJRu7DwqTJ7rpMTi1PWSVeLp/if65maGUcF/Y6\njHoSXFn3MNckayminuSCDOw3Do66D/J8R8p39NT2lEUQL9kEN2uV15bdJWq2mqFrvOseTF97JScY\nXzNs91/hsfuhfDX9qedd5yD6aSvIaAmeLRzPmroSDjUTWNmNi+f57QkdL/XcjSFebhTxAjJY3G77\ngqpbW7Xiks2/p5xiHkw8zhH6bP5tD2fU0IGUrPyQG7UJ7Fwxj27lX/OSfThvO0O5xHyb/fXlnGt+\nyHPOIFVA1c1wivE5Pdf8AAfdqNRnNbOVKaIOjAg1yoR8YYHchYaiXJ9vGYrGF5msblOrfVm690V4\ny1RErKFajfI4yYtDvLIcr/qMm1PAeGtERV3WMwNZzFkdg3IyRdQ0LUSho2Eu8O+nmB/zE6qobTLG\n8co4LvWJJoxN30I/bSVW295MOv9Qlm/eRc3To3E8ndoRt/P1Z+/xpduf8UNaM3beObyRvJX22g7q\n+55J+vDbuPfOadzQqSdDxQmadGZu94upn7+AfMvkvYv8T75f5Sd3eR6YlsWFmUt4yHqM4zY/SLtE\nD77zHgRg8KYXsDHRcPkzbzLf68YAbRF6nQf9LvLlkLJJT9F+79AkX/m/3Lc7a3xaxNC91Oofpq5T\na4cJWj7ipaFrnpKkAw0jXmK+alWSpDjPDAABOWQ5feVOdA0Gd20W6DRu2FXH77K1b8P2xERI/ovs\nN8erEQuFGP2/bUvz2JwVlgMV9ZERrzwzVwE9Ss6OnicaYlLI9Vb8Ii//LlCuz6nVGKI/IeLl8eYP\nG5i/YTe6pjWo4hvlJoBEro/sSoTZUntMKeTnuGrpk6gZmsaOWn9Qxzle5wztwoINFbwwY232vOEx\nGprso4jOz1lQ408i5wMc2K0Z+7UvZcpPIXdGvgT52AoHUPMrBwSOV4ycBPgLSmmRpTgc0VCj64aO\noEhECJXE1WsLshr3MNQIUJgwfMdLuudeVu/K/66ezUxF+lyVvcg4HiQKuV87g6PMH1ibyWOXV8zR\n+5TS4phHwExK59aJ1kJuqKKAOFccUReyDgM6t9hnMtE5nLfy7/Tr/PU5gRd+rOfm+uMAjT7tSrPO\ne1UWPfQRIjQ1USXabdHHNa7QPEB19oJk1Kc6o7GRFgBcmT6PE4yv+LczggMHjaKwz9E0eXo4Tcq/\n5qc+13LjrD6AxpmZa7jWfIXxxocM2zaOReuvBrphpKspfHscf7d+gOXA9y3JON2DsdCerfx9/bVs\nJ5/b9D/xrbsv4CP3pq7RKrMB3rsYM/UHSvJMKuttiVyvBSTm+oxL0vI15nR85JY5L0H1Fhj7DO5a\nB13XqMuS2OVajXZWODlw2mRyveR4hQi///ynMk5OZYocxMsVc2O4MRJ/49Aty8x1vCDMwGsooUjc\n38Lswp8KHC9JQDURbmJTGRcPnbled3q5eWAmSGl5jE3fggbcVdSLZx2/r7YUdOeDpmdw/M6nmOb0\npsdhdyN0zJOReXhwFz8D76QDwsQRMaZdz3e4Kyni7MzVPNh1EaPW3ENi0zOwpZieWz/gBed37PKK\nOSBvHefWX8DteS9zIp9CzzFhP0jk/2Hdm/uVOGKI88JEnw3v0VL9jq4h+28eXuDM46najSk7d2Ml\nX9sxfdsxsker4HmRletnrNxBn/ZllOZbmIbGxvI60o5Lx6YFDbY5YerKhvW/wX5zvBqxqJ7I1Uf2\nUEIt4kER2WmQFc7MwrGyNYZ4dW9ZxKsz00xduo392pcpxxbHF9ZQqHFPdLwSEsfrtg8WsbsuQ8LU\ng5BX1GSHRly2cOSEs5GITHgy58yKIF6NZTXquhbUMyyJWYDHDmhPm9K8wPGKS2yQr1scU9ieZTWq\nzqQIVU44cxAA93+6LPacDaGgRpZjJ+QiygqiocbwvpYVWAqZOJdc7yn30nFDpyh6af8puR4IsjJl\nXR25yoCla1m+URTxioQagUnaESxseQLTV/i78/2GHUgLyekS567JHiuRLRJf2MjmxGmEIyivEyu8\n9lzVegJPnXUwWPk8v3wqVNcE5xH1JnXNb0PacZUiy5Dbb9H/K2LDcrgqK+0i3zvZma6igOecUf53\nXJdMy/34e+ZUDurTg9TeJ8KsOcF3n7VH0UtbSzujmsE/3cKLVi+avbAdvXYHl6Qv5Iq2C+n88d/o\nr11PIUNh5tPctvs+Em49BR780/oXw1P3Y+DSfs4/+evmryhLbYI5Ozi41GJOwdFU1tuBnIRGiCzY\ntku+ZVBQvY45yb8wb9dI+GoGdDwIOg+FtV9haGEtPMHLyWRDhklTx84iaXHk+nqpOLeb5XhVx8jZ\n7KxJBRy2t+ZskDij4r6E9yeOwxnH8RLtjQqoyiYcg4Icx0vIG0DCEIiXF5tskbZ9Z8wjFKkVn39a\nOpZ5W1JMdgbzIWE/JiPt7dSskDV3j1beC2t1hq89dBa1Poaald8xbut78NYSUlYJD9aP/X/Ye9Mo\nO47rTPCLzHzv1YYqAIV9J7EIJLiBBEmAFMkiqV2WRXkse9y25O62JNs9tjWy5ZHllld56/Gctjxu\nt7vl0fRptdsaW3Z7bUmWaKkkkeJOigu4AiBIYt+XKlTVWzLnR+SNuBEZmS9fvbWg952DU4V6+TIi\nMyMjbtz73e/iPEawdXgEc9NT+AP8GC6svxcfWn+rcR/I4P3EO7bjmrVjzvtlY9tKM0PbF5b2YMzx\nom/yd+jGDUvwuz9wLQ6emsZ//tYBZbRzLjXnwwoh71u5GuLpQ+fx43s2ApDP98Apyc3buDQpS0EY\nKvp158JOo7fMwB6DduHrn3zXQ4tsqeAbnAuXXlcWx+tHd2/AFcuG8Zv/8Lwz88/W5iIY5Pow6Q73\nPaG8IhQOAOSkwNPI0zxeZqjR8njRgmxdKynoc9Iv6a1wPSIbfM6xQ3IEHqNPKxdD7dnH5Mlo4eR6\nIBmq46ELl1I6kEyb9oTAmam0UKM+n21sJjxebKLlpFO7TYAp19dxr/sOw8usK2eR62tJcn0i1AjE\nhZmTvDcOSdaXv5cCD8PFIFXnTrYVMY+XdR22YRSMAoXBxDWOlAKEoeyfF3tpqrGYp4unp/9vtleu\nueUkqAyJUTfTETalY8q1EJ+rvRuvrn1Pos2TWIIPVj6Jjw7+Dl5bcQ9GxTRqa27G3A99AX8f3o6v\nX/VpYNk2fCb8HfzS8/cBX/o4yqKE3xr7dXyi+hGsFmfwJ4XPYLL081jx3T/CSHgBA5gDxrfgzVNf\nweJY4Zt7vDwhRTAlx8vDngtfxmIxjYmL/wD4BeD7/kBZvZ6nN1mK41WVUham111fkzK8qtrjVYsk\nx8i2gTaODyGKdMbvL//Ns/jCo6+rvpo/3R7tNC83EcHt4ugEFVos6Np+AKuD6Onya9VaqAy1gYIW\nsOVeUW5818IINQT4fO3tOInFqEWRk0OWBroku8Zoyffwx9X3IhQ+MHUMD131KziPkfg65HmnwyJe\nGr1NPUPf8+L7rzdALvD362Nv2YZPvfuqBF+K68RR/2SmbNxv9iyEEPiRWzZgbRzSpEhAGieVxFlf\nOHoB5WqoFOd9T+D4BTk+1i9ND49esWwY6y2PWLfRNsNLCDEghHhUCPG0EGKvEOI34r9fIYR4RAix\nTwjxF0KIYr1zdQt26CnxOXm8Cp4ZanR4kLJCjaXAxw/etA4HTk2riTqN48VdpkXfVwRnEukzZQ48\nw0NFk8V0WRdGzQo1GiETIuGyXQm1wVGpSkkCyfHS949nxLleMP5yU9mHxDEpHqyEx0uVDGrM42XX\n+EsQNH13m0ao0TIOPaELZNuSIjyEbIfZknUzdQFiMnbTOF6VnB4v/uxImd/mL9EpZKjRXCDDyCTb\n0xgMw8gYh07Dy/MUub4U+Bgs+pnVCcKQe7wsw8h6TjzsxMU/S4GneGlUE64Sy5wUjIXBbNseB/Y9\nCuJNjfZ4uRddjmotUrzOYhwKdOFsbQDfuPb3cV/5t3Dpvv8X2HwvAGDWHwJ+7K/w38O3Y+/424Cf\nuB//ds3/g6eirXgo3IGvF+7CTm8fXo1W4cgP/gN+Z9N/wX3Dfwa8+WNYUzuMW/wXAbD3WsjrnI15\nWkMBcPP5r+AbtevxudW/Cnzon4EV2/U9FzpL0o+96XOxRzTN6CbOzkxZ0w6iKOndBYBtKyVZmnhe\n1VqUmBuF0O+56/1OMySoLqzb7NLvD82LFSvUKLWmWKhRZUEGOrudjYHZsmmoh8Y7pD1sWRsP1XeW\nXMHfvYLv4TCW468m7gc+vg+H1+hSSfQ87Dq5vgfUajrUmOYh1FmkwEffshUfuuNKZ78MOYlIvkdU\nZcI1vJcOy6Wf5r60d4DO/dTrZwEAOzcsThy/YtGA8R0+Hj5671b87b+5zXnubqGdHq85APdEUXQ9\ngBsAvEMIsRvAvwPwB1EUbQFwFsBPtLEPTaFgka1t0CAuBVrzRrrak4ZMVqgRMFOtAdNDwxdog1wf\nG1IVlk1EGUwAkbvpezqrkRei9oVIDTXyCeJ07LWh87m8SrIvuqYdLWZUAy4rq5EvnsMpWZa8KX5/\ncnG8cpArbWPS9pIVDI9XMuQMmNfheZKTNZeyo+XjxDa87JJBESOoqlAqW3g48spJGB6vmEjMwyZR\nItRo7rIjKzOMxmAtonB7sh3+N/pmKZACtFnp3mEGx8seT4aOV3zOscGCsSv3hC7VVQsjIwNWwDyf\nbejZWY2eJ0tGXYjfKz42Zso153VVQ00m5++sjXLNLaAaRQDG1uG3qz+G+zd/Elh/MwqeUKHDP13+\ny9g591n8cPlXEa27WfGasON9OC9G8f1Tf4li4GGGrF8hF0Iypm48/lcYq5zEX9TuxjNj90hpAQaf\njevAEyjF5PpKGJrzVQq53iX4y6GLNOuNnOLgqflNHmsv+oSsUGMYRYl3jGBHD5THq6DnBRU9qEU4\nHGeRLh8pqe+aIrVmqJG/M2HYmMdLc7yg1P/5d8XAGOCZhjx9VgtNzp0fh5brVfdI45La/TLmBsRh\nRvJ4Ob5rG15p7wDJSTz1xjmsGh3A6jHp3eKyE/YaZm6AvcQ73G20zfCKJEiVrhD/iwDcA+Cv4r//\nVwD3tasPzUItwCkLguJ4FXy1+6jWzKrxhCyPF6Bfakql54sp90gZL5SvJwbaNQYsvGhnNdLxZ6e1\n4SVEeqiR4/TUXHy8+RLak4UsDkwhCG0AVWoRvrr3WOLa7OsaKHipno+0lGTb40Wf8Xuez+NlGl6u\nlGQC9waaYSrzeE8IZoia1zXQgMeLc7zs/qWS6+fB8TK8OSEz9mJVdKPAb2jee6UPF6J+qJG1vWS4\ngPHhojMLTfWFc7yszxKGmG9OuoC8v/xZUN1LqqVnUAisBurpeHlChoovxB4vfk+o/A6BrpG0qwD5\nPNPCLFRoGaDQdXw/4lCZrBCh5ymSUljK0v0LvvQIVePkh78ufj+un3kU/8r7EorVKXWNa4sz+JD/\nP/HHhc9g975/j5cW34F/Cne5DWchUFY1MPWmbrZiUi34kOclg8IUw4vaGh8uqXtpi1PbhoAnTAkS\nft0uaA+88+NEFZA5K0sy8DUnsFoL8e1XTmHxUAE71oyqDXglxetpc8vCKErdmLlAQ9H2NisjhIVD\nCTS2q5E1h/oils/Ibl/NMxlzKBVNJ0SRziDl/eYgw4soGKmGV5z08fQb53DD+sWJfo0NFZyhT/79\nXkNbyfVCCB9ScW4LgD8GsB/AuSiKiEl5CMDalK93HVyY0IUrlg3j6tWj2L5qFHuPXEAU7x6cHK86\nHi96OWbU5MI/4zt4M5QISFe4OYkDqMUer/hw39NioCenNInb99JDjRxUyNn2uti7Si6jwcn1T752\nFl97/jgAt3wFnTfLQDU01FLCfrzdTeOacNmIjheXweDgE1M1xeNle7/4KWw+XJbHy6XjpbxPFgfN\nvjQaC/UmHD6WRpwcLxZq9AQqYbLAL/8/hRqlx8u9+Oq2dad//T07sGpsoG6oUXm8rMPs//OwYYF5\nvDxPE5mlx0soA8g0Fswbat9fm0ztCenxuhhzvCrMKCdNLApDKr2rWmS8J2lGcqJINiNXVyxuTsH3\ncCn2eC1liRwl31flgADgr/x34e2lh/DJuc/jlQsP4gfwSYgowl1Pfxz3FR7G6+FyvLbuPfjSyp9F\ndOy4892x66BSH2bKNawcZdmrRokzoYwke5EmLB4s4PR0WelEkcCqvJemZ4ZzvVbFHjIu6JxmyBOX\nLY1cb2eIly3DxJbmeWDfSdy+eZnkDDo8XmQUFnxdpJ3AsyhdkRJX3wFpiHDjleZw+snn5RL3eLFH\nSXISVeZ5dbbpuecZDiqaTogQxeT6dG+Z9njJn1kerzCKcGqqjNWLdUiRv9uJ/vC1ogctr7YaXlEU\n1QDcIIRYDOBvAGyv8xUFIcRHAHwEAFauXInJycm29JEwNTWVaOPolHwhLl44l9r+/3E98Lf7pEHx\nz9+Qx0xfOJ84bv+Lz2Py1Eup7e87KifmR594CgBw7uwZ9dmzT+lsp8cffQSvDcmB9OobcqL/1gMP\nYu9J+XI/9ujDSsnu4Ye+g1Mnpafq6OFDeOrREwCA5/YfVuerVit48tGHU/tFeOHAGwCAp558Auf2\n+zhwULY9fVFeayDkjmrvCy+idGYfAODggf2YrL2OS1MzODMt+/SOTQWUTr2EycmXjfNfOC/d9V5Y\nSb3Xr57XO8fpixedxwDA3ueehX/8BZw9o49/7NFH8Opg9gt45rQ0SC9dvCDbmLpo9OXSlBamPHr8\nhPp9/76XMTn7KgDgxaM6O+u1V19FtaK9i9954NtGFui5OT05nzh00OjLRWs8Hj8+i0szISYnJ1Ge\nk/149NGHcWDQQ4W1AQD7DshzPfnEEzj5cvo1P39a35/Tx4/I73z3aURH5LRw4uQsLs1GmJycxOFD\nZVRrIR555FH1nVcPHsTJCyEKHlAJgaeffQ4Dp16UxaGPHVHHPfH44zg2YvaD38uDL3wXU4MeZqop\nLggAD37nO6B6zi++8CImz+9Tn9HYIZw6eULdu4sX5GeVS+dxcu48pi/Je37w4Ks4dy7E2ZkIgWdu\ndA698QYmJ4+r/798yLy/L+87gElxCADw+utzCGs11GYu4tAUMDk5iZfYuJuaKWNRkYUx4z3nE08+\nhZH47y+/+AJGCmmGVw379u8HAHz7299CzC7AgVdfxdcR9+Hgq5icPITTp2aVkXDhpL7/D3/nAZw4\nXsal2RomJydx7JLAJ5b+DhZfegSfwR/iU8Gf4cK3XsSSEw/jU5V/hT+rvRU/PVTC4aNyDjp+7Bgm\nJ8/qa5qawpnTs8oT9NKLL+DCnHx203NVzE7r8jsPP/wdLC4xXqoHvHLgIM7OuZ91MS5Hcfy1VwAA\nTz39NKZfl8bExUvy/XzmmadRPuRjbk7+/9Abb2Df0HH8x3uH8KVXK/jHA7Jfjz78kLrHHNVKGYeP\nHAUumGOy6APlGrA/fn9eefF52ZeTsgTSQw9+O/5+BQ9++5sAgG8+sx/HL9SwPDyN146FmJmtYnJy\nEs++ocfM60ekpz8QEd44dAinL+lrf/jhR3BiRvb3uaefwqXXso2vQxflsc88txcnTum55tLRV/Aj\n24vwj7+IydMv4WU2D507I/sfATh65AgmJ2W28dzsDI4dn8MLs/LzRx56EINB8n6dOiHvcxSGqXPz\nqZNzmLpUU58fOjSHaq2qjMwXXngei86acz4Z1BdOy/tTmZt1nn/q4gzCWelhPXr4MCYnZf1hAl2z\nAAAgAElEQVTTqfjdRvlS4nt8Hn76u/Xva6fRETmJKIrOCSG+AWAPgMVCiCD2eq0DcDjlO58F8FkA\n2LVrVzQxMdHWPk5OTsJu440zl4AHvoHly8YxMXFL6nefrb0C7HsZt972ZuCrX8XqFcvw7KnjxjG3\n33qT4Sa1Mbf3GPD0E9h21Q7giSexcvly4IQckHfctht48BsAgDffvkfFuE89cQjY+zR23bIbUy+d\nAPbuxR23347Cw5OYrVVx15134CunngWOHcGmjRvxlnu2o/T1L6NaHIasTwGUiiXcO3EH8PV/yrw/\n/vBiAKdx865duGbtGA4++Crw4vNYPr4UL545hcFSgIuzVVy5ZStu3bEK+Po/46rt2zBx60b84fMP\nIrpwDgDwM++51Zmy/Ln9jwBnTmHZ2CJMTNzh7MOyw+eBhx4AAIwvWYz95884j7vxhhvw5q3LsOPi\nHH730fvlfbvtNrUrTsPfHnsKOHYEy8aX4KWzp7F08RgmJjQp809eegj7zsk2Fy8dB05I42vHVVdh\n4qZ1AIDpZ44CT0tDedvWLfjm0QNAvEDce/eEsRM7P1MBvvFVAMDN11+NP3vhu+qz0uCQMR6/ePhJ\nnAkvYmLiLix++ts4MnUBt98mx8LAd+7H+Tld73Ht+vXAgQPYfcvN2LrSVHTmGDhwGnhMGt1XbbkC\nX3r1ZWzbvgMT18mqpZ8/+BhqF+cwMfFmPFV5GeGBV3Djrl1AvABt2LARF4+cx9DUOZyfqWDLtu24\nc+da4CtfwpWbNgCvHwAA7L71Fmxebqaf/4cXvoMD5+ViftuePVizeFCGku7/irOvt+zeIz0H3/4m\nduy4GhPXr1GffW7/I8DpU8rbsW7NakxMXKc+e/HMKVy5bjWiKMK+iyeBuTK2bN6MmUPncfH4RQSe\nwNLhIvadkwvSxo0bMDGh94gnH38DeO4Z9f/V6/Tn37y4F4Xjh7Bh9TLsOzGFiYm7UNx/Cnj0EQCy\n3MzS0RGcnJEbhZHBAVwsz2LHtddhyVARePAB7LzuWpnV+phWCCfUImD9xk3AK6/g7rvuQuB7EF/9\nn9i4cSN233YFcP/XsH3bFkzcfgW+dOppPHREGmM37tiGv9u/FwBw79134VsX9+K5s8cwMTEB74Gv\nYcP6VfjyuT34mvddvDN6GMGFo6iOvwl/fliS92+6/loMHb0A7H8Z69etwcTEtapPk5OTWLliEaLj\ncn667podOHOpDLz4HCIAy5cuUffyjttvx/iI9oCNPPA1LFu1Ct50GTh2LHG9W9cuw9lXT+OuW2/E\nHz31EK7ecS1u2bQUuP+riDwp03PTjTtx86alGHr0G8DMJWzapJ/Hy/e/DByQRtvEXXc4PehDj3wd\ny1csxZWrFwEvvaj7NlDEmeky1sTvz003XAc89RiGFy0GTp/BvXdPILj/yxgeHMDdd9+N4GtfwqGZ\nAoAafuztu/H5h17DU6ePYGJiAq8/dBDYK+//8NhSiBMnMVQqYtXqVSifuQTE9Sx33Xwz9p+cAp54\nErtvuRlXrxlN9JfjleMXgQe/hauuuhrPTr+hznPrrl340Do9r84+J9cTAFi/ZjUePSbHxfp16zAx\nsQMAsOipb2Lp+Ag2rB8DXnoJd991pzP68fcnvgscPYxCECTWSMI/nnwaB6dPqc8nL8j3ohZGmKvV\ncN01OzBxjV0NGfjR88/ibTtW4VuffxzDw4PO8//fzz8oqRBnz2ATezdpzdi4ahkmJm42vnPpWT0P\n77rpRpUJ2StoZ1bj8tjTBSHEIIC3AngBwDcA/GB82I8D+Lt29aFZKB2vOmEqcsXOWWnIHHU5XoHm\nSABWVmMKWZVcrXNVTtTVGT62jhcgMwaPndeLtO+ZOmFpIBFQ8hhTG+TOVxlAPEvGUTMxjcifJ9Ro\nZuSkPxN6bssYzyWfcr1Jqk9my7kJ/ZxLwr31vuDyG8k+ZMpJZHK87FCjxfGirMY618z7reUkTCKw\n3aad0RdGOhlitqpDSGk1TQmu8GxaqAPQnCYgyfGi7yvysyOrcWxQ8kA0x4vkWMIEPaAeh8zkeMnP\nRwcKWk7CqvgwwJJFNNGZhRoDDxmXnpgTSG+rzOgF8rr1SZbEYRwhKAtPX/tcNVRq9pPeboyKSxg6\n+xLELR9GJPT7XAjM9yHtnpCOFyFtvqLz2uR6jg/u3ogvf/RODMXJHjLUGKp+87b1u6X7wkPcqWTx\nmI9kd0Gp0VeJ4xXreMX3mUR3+XjlGn2+JxTh3Q41FjxPJRnZkix63ai/HNM7bctJJMLt7B3g5+VD\nmeQk6HpTkxFSKA32MWb4OIIQWsA7jdz+2++7FndtW45SRmYvEfdrcQYxgb/bNvKuFd1CO4OfqwF8\nQwjxDIDHAHwtiqJ/BPAJAD8vhNgHYBzA59rYh6ZQj1xPoAdrC+0BwJKhAjwhf2YhwfEyyJHuyaTI\neAZau8lTg45zQugaRgcCVfYBiPV7GPE+DaemTI4XCRYWlOGl+8L1fZLX4jby6LpI1sAFPrlkPRM6\nV5ruV73v0aRlf+e+nWtxbeytqzoIwXabPiNNuyY1/lzzkevNc6lJzTrvfEoGjbjI9YyMS4u6rfMV\nRhGG4u/OMGFMEphM64dLN4tn4doII53+nyZwWvDl5O0yFGRWoykuG8TK9VICxk+cT/Xf6hRX3ibj\nVHK8ksr1ADDAnjN/Z1U2G3tnXSBSuapCIYTJ8VJcVH0Omm9IUsbzREJrUAiBh3EdpqIB1IJB+Nf/\nkOKGDRY1YT4tK5UQ+MIYy2nkekAaNza5nmPRQIArlg2r95uT67l8BZDU8+L3gq7dBa3jZf6d5jCV\n1Vggcn2NZYfrupCBL5RRPFwMpLBxpI1bwnS5ilLgqXb58CBhULvvaeBZrXyOSErfuJ8Hz9j1PSjl\netfG0D53XXI91xUGyUmY/U5DMfCdIriAHPc0Djxj3MnjXYLbadVEegVtCzVGUfQMgJ2Ovx8AkB63\n6yGQxyaL9AvohYWK5PKB/t4b1uK9N6wx3O0u2FmNmkBqTiB2rUbANHYKvja2fCEMcjQgJzY+4dCx\nAwXPmdZNmGbFdAHt2aFdscqcqYVq4XdN3Gm7OnqhstTL89ZedC4UOeQkAmVwuRecH7xpHQSAX/ji\n04ZXw6jbyPso9LNIqxtXCmSpmnpyEqYRZBq09m6SimTXLRnEPh8qmSrdgM7Y48dyZfso3r3TM5ML\nqvysHrneSEJg3Qz8ZLktQBt59vHy/3oBHh0sGIksVItwbDDAsQucXC9UyS0vhGV4mee31wzb4yXi\ndi+Va3ITZOlSGVmNAS3uPJvMbSwSZis1y7iPawpSwfYgadwPFHwMFX0jw5mMgnI1RDE2BC5FBfxR\n9X344K1XYO3AGJYvKuH0dBmlwFd8RNemxXwXPWN8882VfV2DRT820N3XSvMJPdNqGKrxbLdNXXB5\nvHzPre0FwOl5or4BjFzP5CT4e2x7+2VmuAffcwuoXirXUCp4oAoeXEGsxmQycnm84kuy5TDszQ03\nwk1NPX2M73nS8ArDTG+zJtdnzbmm6HMU2XISqV8FIO91Whc8ASNr376WeuT6XjS8eo/u30NQE1rO\nUCPtfsyaXn6u+DK95OTxonMGnmeFTtjuOeCGlw7v+Z4clFz3h3YTaeKk9TIbK8rdbvaDvEO0WyzX\nIsMIlG3X93jRxJEVaszrweKTCJW2yFOry85qdC448d945lra7soI9aYYfvTc7axXV5FsOoMyaMng\nsC4tr45X4Ao1OjL2eJs8FEm791LsaZqp6FAjv3bXhG2GZ90eCw7uKUimjuuff/7hW/GhN1+pPiNl\ndko5t0ON1djzZHgFUjxqBDvz0xPSkwzIskH2sxt0GF7GO0uZyCmYrdSMhdUTAlGk38nAsUEs+h5G\nSoE2ZDzKYJNZkmRAVGsh/nPtPTh93U8CAJYvkhvEwaKf6fHyrHFulzLTx5nfo1BjWkahkmzgITXL\nkE16vJLfz9KECzwprWEr1w8yuoQ8R2wk18z3QFE54jaGCj6EEKqUF2COkam5KkqBD89LZgJHPKvR\nr0/5oH5Q6C0NaXOuISotYo9XNco0vHLpeAl97VNz8h0QbONZz+NVig3XtGupOOY00kdzVToxr7P3\nDK9+rcYMuCY0F+gdnyUFYoPjkO+h08sxWzE9XlwlWfYluZOZKYfx5CAHnC/0d/iOF0gu8DRB1DO8\n+IIFAPdetQK//K7tjH8iF9+TF+dUKMblOUrjeNExWR4vwzOSsVLx9r7w4d147OBZtZvNgq4/mb7g\n0DtsyElw8U32FW74pk1spYKPYUvtG3CXDKJLpnPpWo1mP6lvjXi8yODlHi8qrQPocWeHImux5MRg\nwcdMmZWFisdtuRbWDVXxSTJtwYyirFqN8bsiBLavMsnJJK8wNlgwFgfPIx0vU7PJdf5ErcaKeQ+E\nEGpDc3G2kihhxcce8SkNLqTvOXWOCLOV0BxXIhbetDzLRWtuGCkFanEK4lAjl0bwPP1eUwhqWeyZ\nHyj4yKrcYRuC3Nga59xK68IGCrIYuy1Sy/sN6GdarUWJ0C0XiAbM8cOlNdJA8gTJUKP22vPQW6Wm\n738h0EYm/aRQu1LEZ95IALg0V8WisQGpNh9aAqpRlJCryAJdaxSZXvE5y0ucGmo0PF66SHaWoaoN\n3ex+EQ/zml+TiVrjw0XVXj3bpxT4mcr1Zcecdqms320bvR5q7Hu8MqAFNbMfnOJ4VUwXNVDf0ico\nj5cloBr4wjI49H9od3pyahaVMFQvGy+hwXW8AIfhFb+wLm0tF8gbsHioiI/cuZktenLn8YVHX8ev\n//1e1Xe7z2keDbpNmaFGdp63Xr0Sv/TO7RhxOPB4e+MjJbzjmlU5royR61N0vAAeAmHkeh5qtD1e\nXrbhNVCQqu12Wy6PV0LHKyUEUFFGcr1xq/tEz982rJSxF/9ia1hFUSS14IqxJ0OJfab3DzANZ/65\nvcmhj/juPo3j5eKgUEkcKaDKzytFMMuxxyuL42WflnszuIAqAFyYqSY02Pi5eTirzDwrWbvyGSvU\n6MUcL11jj+YK0+s0XAqU1540m7hKOjdEqXnl8Sr4bJwlx67Nt+RGw9WrtfFrj+vBgodZS8eLw970\ncI6XPifiPifHF/Ujiy9FBkcquT6MVEICII1kXcEhGWqk5JKA9ZmPkelyTXq8RJLUX4siLdDaYK3G\nqmF4mQKyBrk+ZT2iJANeV9fdZk6PV2QWDOccr3rGD3Hg0tpXHi92zDR7t9P6nKftbqBveGWA3Mf1\nBNhUqFEVS80ul+KCHWrknirqh+8JIwyyalTKIxw7P4dqTdeb45OGzQsatUKNNBGneaIS12q9HDz0\n+Hc/82asXzqI185cApAs5kyEXhfohR3JItez7y5fVMJP3bXZuQur56FMgyLVW9mNHHon7ibX2zw0\n+ijNeC8FPkZKQaItl4Aq3buCdV/tW5o71Gh5Igu+cBgV5vixOWDkFSPSNC2ofAy6n5H7ntkLJhl8\nYZjO8bI9IBx8V2yHH4qxcr2d1Wifxh6zrnDsIhVqrDg4Xl7i93I11LUa/fSSQUBseLE+KI5XIqvR\nvI8jpYAZMvLnLFvkPSFUX+n021ctwuKhAoZLvqHUbsNe2LjRsCOWRPBE8t4NFnyZ/ZpC8rKV16Vh\nYB6bzGpk37e8US5IlfWkV1kZxVXJ6VLvehiy91hn36lQY5yB6bM+2zzFUiATbewyW1J0u6bm93rg\nArq1MML2VYvwI7esx/XrTKkio+RcKseLPF7Zocasjag6VyxGzMsj8azGepvArELWnoAz1DiVYXjZ\nG5VeQz/UWAeBX/+F0OT6ZHZKfsOLQo3mAPMd4TrCcCnAooEAx2IBSTIYfCFU+Iu+Ri+izfHSdcjy\nebzsbmhvA7B28SDGh0uqdpntQcoKZ1KINcvjZYZbuGFpTqB5w7s27J2s2+Mlf6bJSdhljXjJHRdK\n8QJot5UtJ2H2b94lgyzuYCnwkx4vq//259IgpFCj9nh5nh6D9UON7j6p42omNybN4+W6XpqcR+OS\nQfo78j7SGljM5Hjp34uBZ2U1xqT++L26MFsx+H+A6U2mUGO5GqISaHJ8VE1/VrOVWiKEzUNUvGYd\noRR4WDU2oMJ09BFt7Ipxxi19TvfmfTvX4l3XrkYp8BMGPkeSy6j/T+V+XBsXItenGV722HZ7vMxx\nz/uiJDDqcLxqYZgokk3PqRpvJlSosarJ9YVA/536SpnYhsfLYXjNlLWnjXvdKNkhD7gHOIwibF4+\ngt/9gesSx5keL7c3V5LrZUJIVvtpGzwOUq4nLxSAWLne7Hca/uCHb0g/tyfUJiUvx8vOuu019A2v\nOvjpu7Zgz+bxzGO0nESS45U71Bh/Z7Zqcry4tIHLW7RqdADHLsxifKSkjvUMb4MwzmeHGmlSy1M2\nyHU9vjX5DRV9tUAGvtkHVyklAhleeUsGKe5AneMagS6OnW4w0LVU0jxe1u/1OF6LBgJjF03fS4Ya\nwc5l3le7m+TxqpdPYC9YxcBLeHO0R5PGeHaoUXm8BBuDjvtYSAk12vcp8AVQMWs12g89K9RIoCLZ\n/Ds2X9ITprFJ4N8bKtrGqbxH9F65Qo184eNlaLjHyvaSAbExW6klshqp/I9NArcLI//ae65Wx9C9\noWQDCjXaxqwQuoRYIUiel5Cl46Wy4Bzjj8j19T1emthuc7zscc/nxZLDCLWh5STks6NhpbUIQyMr\nslKLUCrQHObrPhLHy/J4VcMIc7XQKF9UKvjwvKrMaozfGTIq56ruMnMu8JJBVUtegcMOOxOMjaHQ\nchJZm1U6VXZWoww1mh4vd+ZpoxDCzfHimypXf9TvfY/XwsNH37K17jG+tShxQdK8US+aKGbjgWt7\nC9I8JqvGBnDs/CzGBgsGoT5tV5hWM3KwoHeartqHFSskQaD/k2duiBGJlRxH3HZWujTtxIeL+QRU\n9QudPG6+O5zAuteZHC+2UHIvouHKF7pWZlqo8bfuu0bpLNEiQDXdOEKW1ai4fCmTWiUnuZ4bPwVP\nht5SPV7xuVzkehlq9IwF1eAZujwmKaFG2/Ci/3PdpaRhlDwP4c1bluGBfadQCnxj7AphLs7FWO8K\nzNgkGCHukRJOXNQ6eGQQ04Zhaq6a8KQUAi1gqiQKqqGaLwq+h4qflNAYio1Zm+MlYoOJhyqB5GI7\nxN4len6zlseL3w8brqxkgunx0qHS8eGifo9cHi8KSacZXlbiCK/VqNrztZEIJD2Ssu9ZoUYduibe\nFaBDjZSoRP0v10L12SffuV3d56IKNfrGPanVpMdrsOijPKN5vyS5EEbyeZShdbzyerxojIehlJNI\nMyrMItnM8OLnIjmJOhyvPAKqlGlLRdplW6IlhldaqJHmonrk+npC0t1An+PVAmhy/fw9XiRi6uJ4\n0U/X4k0er2ot0h4mT/PSlMfCJ8NLDlKb06WLqybbSHNVAzyjTP5/kE/2rD9AtkI+JRVkZzWKxO+u\nuzvfoqhDRV9p8sjzOAyv+NTVMMTVq0fxN//mNmxZMcI+ZwaFX9/jtWXFIlVOh2dVZnm8pOAmE1BN\nGF5m+CgN3Pgp+J4q4EwIw2R40zC8YokHzvEi54Qnkpm1HGkToz3+tKwAFDfGfiyu7DbCn35wFx7+\n5L2JfthexkLs8XKdn3d/++pRHD0/q1TqKQRM3qFqGBr8P8DkcAVk4DLtvTRiMS32s5XQGvvyXiiP\nWaDHBW+Tg75PVAYpi8A/TzSfKSBte3Zp8fvInVdmZsENFnxUalGCDK76bXm8alGU8AbahgDvizK8\nHDUHCUGs2C7fKbNvQNLjxdvatWmpKv0WqM1mEP9fqD6Xq6Ei3QP6GcvwYqTO/fffPYJnDp3PbXgZ\nHC92HhtplQRMTyU0xysr1Jjxfulzyc+mZpnhJTi5PvWrdeF7bjmJT793B5YvKjklioyEnR40vPoe\nrxaAHrJWrucCgvkfeinQhpfL++JaR1eNDeDkxTnMVGqMm5TOgyC9ofHhEg6f08WFySgq+J6anHm/\npubMa7WvXYUaWcjSDoFkebyozeySQfp34fgbYb6hxvt2rsWmZcN45bgs8uuaaHSoURq6tkabLaCq\nCfH1+yQnmAjFwEM0Gxs+yvAww36uRYGgOF517oNteCT5S3piV3ISVkkhMjyKRR8zZzm5nhtErrZN\nr53qR4rHi6f/p4/BZDuDRV8ZMPx7g0Uf02WHxwtR6vkBST7/h6eBV45P4aaNS5RXkJ6vTQSX1yo9\nXnOIN1hxSNfU8Uo+qyFleNUMT7AnBMJQ8zNt/TlPJD3kOlRcU8ea15lsP7dyvSewbKSE537j7Rgu\n+pkeV9rgTc/VlBeQn9NOlHBxvGxBT77xyOfxku2GEcloxB4vK6uxHkGbjBXieJHXnzheg4bh5Stu\nXhTp5/H/PfYGABibtyzEFZ2UvlnaO24Yoz7fOOtjyACt1EJDiiRxLmHe76z2Ls5aHK/4K2lJVXkg\nhDur8QN7NuEDezZl9gfoe7wuW9ihRu7abcQIKAae8vz4VpguLbty1dgAwgg4en7W4FTZGWW8ViNg\nau0A2svj4kZkZXzZu04+2dihijTxVICT6/NlNdLLlBUiaRSLBgq4Y+vyxD1z9aFaC50Tkb3Toq5k\nLQT6eHPRMGuf6XPv2rQE925f6WyT+gbkINdzfTjPHWpUWbEUdkmQ66WhYnN3OIfKKSeREsay7zkd\nF4ZMx8s6Vxa53jiOnXug4Buh1iLzeGUJqF61WhYdf+W4LHpNBnGB3R/bQyNrMep7QTUieakWt8dL\nVwSwDW3O8bIz+VzeE+2VZ8ae5UWzkVY6C5AGqH3ukVIAIbjxlOwH1a2cnqs6jGy2afHoPXPoeFmG\nAO9enqxGX+jan/y2D6hQY6gyyQkuw0GHGk2PF1Ul4N77UsH2eHnWuRr1eEkB1bQxz++lKWhrzqGh\n4njl8HhlvF7Ur4uxJxiIsxpR32irB19oqkteGkmvc7z6hlcLoN34yZJBjVjbpcBT51C8FZrE/PRQ\nIwAcOnuJeRGS/Bqd1Sgng6XDluFV1B6vRL+YFyuxKFk7VM7xsrlSWZIVebIaPWvxAVpLrrfbyeR4\nsTCc+V3zPPVCjRx2thTf6YdRpM79jmtW4z994Cb1mT2vVGpyQak39gyPl08eL3fJIFeR7CjSGVoU\naowi7e1QSQoZoUZ7QrblBHj4RnHrU8Ld9a7XDivxcFQp8Ngikf69DUuHMVDw8HLsFUVsnFJCSzUM\nE4ZCwffYuwDl8Sozbo2rpNWQCn1FxrgSQuDCbAUP7T8tz69KBsmfrkVcyUmw5B2bN2bDlqLguGPr\ncvW7vRjqzVjia8qrNFWuJgxE3m86hyvUaG+6XBzBfDpepndTZTXWIoMny/vDQXMqhRSpX38yuQ+P\nv3bWmAtJToK4ivZcnsZ5S/SdhxrD9DHPeaD8+fDH7As5j5XrhBqzuJr6GPmTe7x4e81Myfy7eQ24\ntISnXkE/1NgCJDxeXMerAWu7FKfkA/qFoheo4LnVrVeNScPr1FQZaxcPqv7YixFN7GmG18pFA5Kg\n7+R4ZXm8zJfSJNebC2+Wx2smj+FltJ2+C5svx0ud2eLXGX1QHK9kSApIhmBscnoW7ExW2/BKU/u2\nF81qGOYad9IwhPJSuLIabTkJO6sxDLlyvZnVSAu2a3FIM7x00XUfU8wr8ndPHcGG8aH4O9Z15PR4\n8c8HCp4xTgq+l2rMC2NhF9iyYgSvnNAeL22cSiV8e83nRbA9wUKNVV2xwNV3/i7ZWYT/tPc4AGDP\nleNKbZ6up+h4z6hPFNIPfJNX5hqeS4aLKPoeVixK1pnl84e9sNF4SiPXA3AaH3b2Hck+2HxHOxzJ\n7w3NVVmeETK8osg0RBIcL+P+JM9Hxgop19OY/rOHXwcAnGRJGAMFPxaxDY0QPuHVU9Op/eWgblCY\nP21e4VSVtOsgcn21JaFGeS9MjxcgUugBjWA+fK28dX27hb7HqwWgSc1VJLthj5clJ8GlDVxeE9LM\nAUwdL8734OcZHSxgsOBjgyVW96O7N+CrH7vT+YJkKfHb5+fk+oK1Y85KmV4aX8dQhqyFKzRid1eI\n5l80XQPRYXgJbRRlfQ7IfqisxhzkWeo3LZxGqBHpWjh2N7LSzG0EniaZlyxyvVEyKD7GFWr0PSH1\nmaysRl6vMXmtbv4Q7wugF9C/ePwN/P4/vaTObZ4Lzr/b4J9LZXY71Oh+7jbXZ+uKRdh/Qnq8TONU\nxKFGh8eLGQkF38NcHGqkceEas0NsE+IykgYLPr7wkd26hE2Q/p6REUQbu4IvTO+sY3AtGynhkV++\nF3dsXZb4DACuWSuFUl11UHlGL8dg0TR2CUXfSyYEeJKLZXuDbKOddz0Px4ukD2zpEOpbJQzheXpj\nIttKnoc2lsNWViOBl68qBZ42+JA0IMrWmEmDlpOQIdF65PosPqgm1+cskp0xhZHddnHOItc7nlGj\nsMOjeZCWNd0r6Hu8WoAkuZ5xvBrxeDGOl01at8meBC4eF7AXxGdhR36egu/hSx+9A8sXlfCZ+19h\nbftYOeo7JxjuwUsjHtMLYYYaqW35/yytsP/x07fhqTfO5sqcMdq1jmlFBottTJqfZXsJEoYXhRob\n8HgVGa+J4NKXcrUJ6FBJHvCQoM3xiiL9XGlinrMKRJOcxEBB6rfNsqzctDELILExINjGg8trYp9R\neXXrcbwMj5evSu0ARK6Pz5+yuaB+LxkqqpAK58GREj7gYaDgMe+SGfov+h4qMbne1mSj9sIIRlac\n5xj7dv1RGmMujhfdV/Is2xyvNCyxPOMcf/7h3XjwlVPOYzzP/Tz4HMD7OVTyE5sTqi+ZpuOlQo3s\n3uQpGSSTEyIjYQXQHvlKNVKJQL4nENYiZyiW3gl6Dny++Jm7t+CnJjbjy88dRRhpcn0tgtPjlRf0\nNRJfTXuGlIyVlSTgK3J9lFntg2yYrPfLTa4XECJfok8WjPdvHh6vXiTX9w2vFoAGlavoaXMAACAA\nSURBVOJ4FZLGRx6UAl8ZbwkBVV+HbjjkAiIXTJoIlg4XlQFnk6MBWZ4hDfU8XsLqgh3mMUKNDXi8\nNowPqVBSGnjXzEXSzIxqFtpYdXFl+O/JtmxuQUMcL+LoKGkCs7RI2qUlPF4ZO2Ebga89qaWCK9So\njwPsAtFSToJCjQAwNUccRZEq+gvwTYL5eVH1JV3eJI38Xu+a+ccDBd8MNbJyVvZpTNFJgcGizj6O\nrFCj1ICKMFDwdXke3zM2IeRZ5O8sX1CC2AA260fy/sTXYL1PhQyjg4wy7vFqNvNrdKCAd1672vkZ\n1/bi4NfE34lFA0FCbsaPPV4JOQnL48XnLE2uzzYSyJtsb5QAGaofEtqLZXPs1DXGbQxbAqoAsGnZ\nsCoFRiWpPEGkfvPa333davzAzrWp/XVdexiX68paXwqxNzvNWCGPlxyH9Y2qrMxEGj+JUCN93oTX\naT7jlMu39CL6hlcLoEoGOTxejQw4LrfgW0aL73mpXpPFgwWcuDinXsLfed+1LPU+Pl/OAejqbtb1\n2HIDvDyKDpMmzzMfuLgKCY9Jk/wuINuDIhx9ML7L/sQlQPKEGu2sRvJ4/beHX8Mzh87j3u0rnN9L\n6HilEP/dbVoer5oZStQeO9knXaZGShpEcWbVIMtWA6AEVFMFHlO4TXao0Z3gYP4/KzRsHMdDjUU/\nEeqij20uHT+t5wkMBL7KXDPuUSCzFT1Pe9BokeWLFyfXa8FQ03ggUU16Ji4NO9uDrJ6jy+MVt0PK\n4oFnerxavTx5wv3sFpWSVAQA+Ll7tmJFnChECDzhlpMQ5k/heOfqhRqrtaTHi0vFKI6t5wFwZzBT\nG0OlZKiRZHFkIXad1ai4WczQ+de3X4GbNpqyNGmgd51qNWatL4EvEFhSJSZfSguoZnoIlaGb3i96\nB6dYqNETIrEOzQfC6HNjhlcveruAvuHVEqgi2aQKPV85CS56Z+2ECxlhm8VDseEVL46Lh7TrX3tc\n8vXD6fFK2XkDyZIQXC3bTivPW5aokb7Zf3FlhzXejvxZrzhwLjkJ9vzqwbcWTvJ4/crfPgcgfcfJ\nF6B63I9km54hQ5BWMojua7mqPVo81Kg9XnLiJZ5haqgxZWK0Q42uBTQR7laGcva1GqHGwLPq2XEC\nfPr3uJE5W6mZ5PrYu0H8tiD2lhR8luHpSQ8j6XjZcwX3YqiEB+t5phleWXISdF+pZJD9bJrxSLgg\nQ1zJfixnRH1O6L5p4xJcudzUsqL7wT2/nuCK9eZPIDZsfS87S48ZQKbHS/6s1nRySlZGXyHD4zVi\nEe5VqDH2eLmOzQtPxAXqo2Qih3Gd8RhMS6KgkGs1zC6SnYdcrz1erdfxsrURG/lOL/K7gL7h1RLo\nUKMOLdAiOF+P18o4W5FeXK4IbYNUo4sOteZGPV6Nk+vNCYoWJS1IqQd/sx4v1+7U7m5rOF7mNXHU\nywSzd5eNhBp1eFkea+/004YSX4CIs5El3cFR8IXmxQQOjpfyeMmfqsyN56ki2Z4nmDBm7PES0qhL\n67Ne0Kz+sIUKcD9P+5z2IpkG/nHge8YzKfheYkHX32MTv6+vdaZSMzhehZjjFXjS0xB4Hiq1WqyK\nr9+FYuBheq4aG2UmH7SGyAg/knixYfB7ZHhZoUbfNFrNz+R3LpXdHK9Wr0/S8Er+fWywoEqQcQPR\nxeXThpe7LqpIee6jgwXDs5Z2Xlu5ns7HPV7KU+k4T7JItr6GkQHyeOlnwg0+3uehYmMbUk9oT2CW\nYUGe1rRQXeDHArbVMDNkmUu5njxeXE5CtCqrkbWTd0OZoUHXC+gbXi2AJtfrSc0XAtUGSZS02HgC\nWDkap4jHA+htO1alfm9sUHq4nERkIVI/c6FeqDGx6FkTFHk++ItMv5ea9HgJIRTxmC7H7m6zUhIA\nWJghe9GvZ5jJcE78ewM6XrQg2YbX+UuVxHcA01Ck0EHeydwk10uO4dRcFX94/8u4VK4m+k+GWeAL\nRHGRbE/AGWq0M6o4lLiuNaA434y367pefQ3uv7uulcMukq135+b3jGfOvHuz5dDkeAUyhFX1pdeK\nh3B1fUH5/zmLXK/6V9PGpyeEevdcGnY2uZ7acHm8yJvOK2OYRkfiK03BE+4wsxACy0dKOHJ+1jQ6\nHQt/4HkJjpcrQ88eYv/lX96M1WNm2JKDvLXy9Up6UyphmNiwuu6PCjU6PV7mxsHIaoxMSkTjHi/B\nqlOkzytB7F11Gat0nloUIaxFmaHGPLUaqY0LCY+X+z1vBAbHMq/hlZN+0C30Da8WgAbDXDVUmSRe\nbCHkWG8VaJJdNlJSBkTWi0Ugj1dWaMw1YH/m7i1YMVpyHm/2KyurUf60yfXcaPHZ5NMsvHjXmCZ2\n2RpyvW7L1T7B5T43BVT18Vk6OQS+UAMkGqoXneeOnHd+T1jPoBbmN/hpcga0x+vBfafwp99+VZ6T\njFBLQNX3PEXwNUONOhSZxfFK0/jSocYscr39//Qx7jqOYNQ2NGo12oadOZbJ4JlRoUYR91WGBQs1\nSWpWu26WGON7AgUHuZ63Q/cg8LQ3kt8GFWq0yOi0mLsWUTJgFbk+8CwjprULVJbRvXxR0vBK08wL\nLY6Xi+dpP9dr1o5l9o1I+3bCCpdqsMnZWaFGNeexhzRSKhjfLxWoZFAyq3Eoo1qHC57Hi0anH0dG\nl1EX1dg4UvH5OqHGjHtgH3PBVq6nahNNDC/7/csDmodbsR60A33DqwXg5HoawFmLdxrIMFk5OsB4\nI/W/T5ISLmK58lg4zvPxt78peTx5kgQUMTKr6Lda9KxJyA6hyPM05/HS7Ufs/pqfN5JFmt2G+1zG\nJFDHMOME5kY8XlxAlfNbKEyU2t/4+2niri7IkJv2lJRroSH8qMJoFrk+UItIbIwkQo3ZWY0uGQXZ\nDo0VMj7yeLzy7W5tj2KQMLzc3g07841CfDOVmiHCWfBkqLEahrE+muap8QW8xDheXDBYvfOUeOAL\nZYC6PD0DtpxEYF6f8ZkKNVZVX/n9avXyRMkVLpDgq8vo5FAeL87xcizCjXpTKFRnU0FcumZZRseO\ntWPYuWGxKsPGj3GHGkkGwiTXZwlLp/WfvIBZY568rmnkehJQBerXtpTH1ze8OFVBgHGAmzCA5hNq\nDNhGpxfRN7xaAC4nYau1NxL6IsNEGl75dvGA9ni5kGVEZB1PoVJAE/3l5+bxNolx0GV4tdLj5QGo\nMWE+6/N2c7yMHbLjcmzFZCWgmovjZRLK7YyuPVeOp/SX+sOMvpzPm3u8yGh+4+ylxLltj1fgC1O5\nPhafnI4XduXxSrlsO0RNsHlKrutI5XjVWYCpKRrPRj0731SXd32P2iCOF5HrlXEaCMxWwpisbIYa\nuXFYDKSBVq6FWMy9PlZCDfd4cQOWfrc9Xlq5Pj3UqLIa/frK7M3A5hZxkO4Xnw+cIqxxaI4L0pph\nM/mzUXaB77l1vFzSElmhxrvftAJ3v0lnGvO5Z8iiXNglg5oxCGSo0ZQdcoG8jmm8VIMWkUO5PlNO\nwhlWRmpkohG4jO2634kP65PrL2PwUKOqkaUm2vzn0R6vUkMGE3m8aNHjMNOi60MRjONQKVCvVqP8\nSfdAFYx1FLxtVahR9gPGTyLstoTjlfHSpu0eXZ/7zOOTJ6tUe7y04UUhhY+/bRt+6q7NKf1NGjGN\nCKhSe8Qr3Hv4QuLcARvj9H9FFBZJcr0vkhlVHHYRd0Ii1JjD45VnR86/5xLZ5L+nhTKprUGLXM89\nVVOzVSlg6+nqEabHS4d0K9XIGBd2/3zP07IajsXTJtcXLaOVg55xpzhedq1DjvHY8DLGq8u7LJJZ\njXlCjfUQxKFGW4DU9f7kCbO5vm/zRKlkEHHLmtkgCgGUq0kdMhtUI5TfWy6VElgbjzRoDmV6n1zP\nWpbIrt/Pekh7RlkgPnCveryaX6X6UANzrlLTpOF5usEBYHykpCbCPIYEebxcoShlRDSxUyipXbfr\neOt64126y+PVrJwE75eadOO/t9K1nO3xqmN48R0lMzxyebzY7hgwPV7DpSA1XKl2/paBkAfDpUCF\nRVaNylqfnEvGF7fAE8zj5SEMdVajDjVSrVFg9eJBVUs0ca1WZQX9d/MeuHmL5v99x/W7YBs23MPk\nMe9kmsdLl8Uicn0t5gnpZ1yuSWM5YMYWFyv1hSknYb4nUOeh9riCuj4u7oet45VRJDtQocaaCgEb\nocY2eLzSngfVeeSaTy5DhLhYtZRQ43y9Gl68aYhge7z078J65nn2c66xSuPcJNfPX7kekPdFc7zS\nz0OhRn5/0jx8WRtDHgVJ71Pyb0IkN8jzAb/ERgzWNBHfXkDf49UC0MCcrWrORt4Ud46zl8oAgCVD\nBWc5jDSQ4cUnMsKGpUMYHy6q4tj14DI6VGaV09BIvpRDRb9t5HptZJg/baX/ZmATyjlswyrtu/Q7\n94bkbVd5vCK928+acDS5nJ0r50z3ez9wrWqPMsHOXTLVpwlUi5D6QzpeQmijWul4eQK/8NZtRr1J\n41p99/tBRhEZHK77ZhsJ2ujPvlab41Xwzftdj+NFi37S46UNnkotRC2UJWf0OHKFGiNDQBXg9AS2\nifGTmx7yWiQEVPNkNZZrWicsZUFuBWxSNweFGs/F8x0dbyPwk0WyTaK4uQnL3TdhFsn+6sfuRCnw\nTBK/egbpc5/rvK5rADi5njhe858L84Yafc8hJ8HDi+zvmbpnnt58ZfXJBRqrzYT85hsSl6Xz+obX\nZQtOLNRp4+ZknQe04C0ZKiZCPFnQHq+k4XXvVSvxxK+8NXcfbINGhkzMhAHz+OR1DhV8Y2LRhlcL\nyPU0CcC8z0HKQj4faKM3O8yV5QEEKJyTbsTZsJXHayyVPiu7VRufjIuX8z5w0UqXd4pPegXPw8WK\nFuCMIq1cT8YLr9UY+F7qBFNIWdAotX50wMwK47D/kj+rUf7UZWVMTlQ6x8tcPEzDS3tNAl96Iiph\nhCEuTGuR60mNntTpCXbJKKnjlSTX06KbrNWYzvHSyvVVp+Bnqzle4yNFjI+UnJ8tjQWez81oAz/L\n48U5Xq6s4kZfecoupIzcbSsXAQAOnpo22pY/zbay4E4Q0JtOZfChOUPEEyzUmHHxq0ZLKAa+FQJl\n5+GGVw5yfcOhRiGAFoQaTeX6/AYrl/PpNfQNrxbAsxYnQL+wjbxg5BwYHymyybz+QCNv1qU5d9Zb\nI7AXMc7VyJJP4BPnYNE35BPoHuQV9cyCJnrG7cd/12Gj1vHI5sXxsnZnvIByPdger2pNi0dmChwq\n45efq25zCQwUfCwZKuAs83ilEfZtOQnyHpFHLG+Gof243nXtaqweG1QE/3w6Xvk8H0mPl2mo0Lft\nrttjvKTI9VbJIF/WaqzWQqPShBFq9HR7l8o1Z/avrnHK5SR0pyiz1PYge57AL779TQbhm0AejTDS\nv7vCdq3Cf/zRm+qS60lsk3MhOYgTVXV4ogC2SWyw8/Qc7ZI7LkNUe7zynNcV4tWhRk9obb7mOF7a\n45W1vnzmh3cmjkn1eOUg12fKSbDPVo6WcPzCnHyf5umVNM6dYjjWgydasx60A73ZqwUG37E4zSfU\n+GvvuRo/e88W3LZ5WUMeLwpvpoV1GoH2dNHkzFP/Xccnr3OoaPKRNHepeY+X7Umk95mySVshJ5GW\ncQdYoUbXYuGZExvdhnweL3kwca5mK7VcE7XLUJzvjnr12KDxfzPUyLPQNFHYixfOwBOKfF+vfVe4\nC5DG357N45mh44ThlfNdS5LXhRI05deaVoTbDjXOVmqJItnlONRIdfKEoLCb9qpRe1NzVcPwsgnZ\ngS8Yv5IZXvE9dnEm/7e7t+DqNaOJv/P76EpssOtTNouxwUKqMOj168bw/pvW4ffffz2A9Ofme1I2\nwRUCBJoINcbnqNRCM4TLftde5PxtuEVg9dzneeQlbm6e8oTW8coyOgeLPgaLfvx+yr/ZiSKEPDpe\neeQkAODGDUvi8+vNjGjC0uDNNmJIyazyFu8oWoS+x6sF8B0DOG+mFceK0QH8wtuktlYjHK9VowP4\nmbu34L6da3K3lQYVk1e7fA9pRGjeP/7ZqrEBYxrftnIRtqwYwdolg2gWdDts70TAvATNQliTLoex\ne3TMAap/Qo4B7g2pB+r7aGx4TcVlZfhnWf11ZVU1itVjA3j+aDKrETDvh+8JVFRmVfy5L1T1hnoL\nVVqtRn5+eZyL42X+33OMQRc4F4tQ8L38oUbLgzVTNgVUixRqrJGOl1CliPh7wkOBnHupPF48q1GR\n63V/yPCyyfVZ4NmhyqNWJ2zeLgS+h99///U4dn5W/j9lDAS+wFwlNEoG8UN1MkRj7dPzqoaRMU+5\nEhj0c6t/Xtd1kPFdiOU7apFsM48wdhp8od+93EWjhZQHSts4ZoYarSiD8/zsxCvjYucCAkK0IKtx\nnh4vyXGbd7NtRd/wagGMxckyAOZrCJABlIcsLoRwiqHOB3ZmlyfSxS7pc8Dcwf1f8U6WcNXqUdz/\n83e1pH+2oUetUvst1fFyakgld9z250LwkGj+50h9J37TpXI1n8Chw+MzX4+XzfMydpvsGgq+p4j0\nyrj0PFWvtN4EmWXMA8zwyqPjRWH9uh4v+ZMbPgUvSWC3z6K9wPqZDhZ8yfEKOc/QQ6UqyeBUhLpg\nzQNcvgOQiTT2NVN/Ak+g6Cc5Xlker9Rrj0OfvAi3mdWY+1Qtg4umYHweGyrpJYOyjfc00O2v1MIE\nNcD+Xb3HOTyCfM4kUL1NMr6pqkSzocZKWD+r0eibJwArtMr7kC0nUX9jQ89guOiz9yQ9fN8IzD43\n4vFqjkvXTvQNrxbA8HhZg3S+lr4d8usUXPIQ1AfXpbgKC2cJuraqf9p1Ln/q8Ezz94uTopPtJ/ti\ng/PibImALNB3yAsyPVfLlTZOH81HTsKGXePOxV+k/lQtb1wh8HAxLhlSb0FICzWqzxsINWbJf3DQ\n8m0IdwYOj5f1qFz15gbI8LJCjZU4ISLwZEWAQmBuxDxhGn7Ed+LH8KxG8nhxg5/CuSRamxcFPza8\nvOT1tJpcnwcqizPl3Qg8kRAR5vPh/EONmkOZZnjZhn+eJlwyHzxBgrIaBRNQvXLZcEN9l+eBVq7P\nee2BJ1CG7TFkBk0WxyvHxuZ8nCixY+2YGl8CXEB1/uMrzUtXD1lact1GjzriFhZcCsD2LrlRNMLx\naiUS5HrPY9eU7Mt8uGzNgJc0ApI6Xq24XzesX4xPv3cHbrliaeIzVzgi0UcrtAQ0puNFJUim56qN\ncbz4RDrP+7B91SiKgaeMZ88xtoFYsDbedXPjV4VGc4ca3Z/76nnWJ9fnXYDJiDU8XqxkkqqGkDg/\n9Un/fbDoqQxOOpxCjdPlKoaKPnyW2WhkNbL2+SaFG7D0nZJF/AeYx6tBziT1pWB55e3zdwr1ogK+\nFycrhBHj5enP9YajwXbj46uhyfFyGSV5Ezc4Vi/WlIqCb4rg1mLh1oGCjz/6kZ34wkd2N9b5uC+V\nWn05CQ79PrrniGyOV/rGm7Bz/WJsGh/Cr37f1fp5Cs0ta87wYnNuA9w43+8bXpc1+NpgT2rzdXUO\nFn0sKgVYmSJA2S6oRUYt5jz133V8hw0va5HV3obW9cP3BD6wZ1NdDam0R8v1Y7ThVb9fWnbDQ9H3\nMF2uaR2vjInRJacw3/tw71Ur8Ni/fQtWxTyNNDc/hU0Axk1yEMXTUG9B055Cl8fLfa56ti0ZLAbH\nyxPM40XnNxtwZWAOBL4qGcSN6yiS2XpDJd8IYxocLyPUqD1eNgeNZzWGLHGGPF52rcZ6sA2vemHz\ndkOFaFMNL8RZjaHyIpm8tPl6vOTxlVpk3ANXGLMRAdWlw0V8+r078Pl/fYv620DBV0kGqkh2KL2k\n77l+jeJDNdR/IVRma17PtksSIje5Psd9XjxUxOQv3o1rEh4vJNptFIbh1aDHqxvjOg/6ocYWwEmu\nTwlb5MVAwcd3PnmP0tzpFGzehNRjSn/x6E+diqXb3C669YG1qLSvff172jWbEhzI3S+uvj9c8nGp\nXFUaRtkeL6jv6b/N73kIITA2WFAFl3mzPLvVEyIR7jDkJuq07/K6cCiPl1MS2/xvlvwHhzK8EqFG\nuajr3bnVnFqE9fcGi35MrufXH4ewwghDhSDmc5kLuMy00ufmhhev0UjtUZiqwnhOtOg27vEynxO/\ntd1Yn7J4fIC8/mocuh0oeDg/YxoLTYcaw9B41oYRZr1Tedv4wJ5Nxv9/7t4tODNdjs8pz1GLoqbu\ntxDI7VkmuLIz83K8Gk1ioPsbYf7GsXm++W0ofU80lT3aTvQNrxbANZizsrLygkJOnYTt8fI8TQR1\nau3UCRe0q3+2AdapfuTJHPSEvmeNFEvnxtpQMcAUCzVmc7yShkez94EmYpMHojcVntBaQi7jslmP\nl22EcKR7pOoYXo5QoySwm32xidSukBbneOnr1wcMl3wsW1RS1Sh4uKbgaYNp8bB+x6n/nBdGfa0w\nEVHdh0Y5XvHmhAx8h/eok6j3bpBXtRZGKpHAVbOy8SLZ8me1FpmbBce77WfMfXmwcXwYG8eHjXaj\nqDlDRG56YqHinIaFq3ZwGo3ARqNzK50rZIkczQwvY7PboOHV93hdxigFnhKeTJBpF1gw19bJCrzG\nlevbCXuXa4cr2s2JSyPjGsewF57uSzGo3y9utI+UAlya06HGrFCl8jq2wONF0OEo/behoiYJC4GE\nUegqE5UGmwtpI4sbl+R4xW3m9Xj52vC5bfMyJXOSpoTuCqcPFnycm6kYiyg36AaLPj717quYHAjU\nOQw5iZJDToJ4YUzHixPMeRuNoMjOC7jDT52Ex+6JC2R4VcNIhRpNaYHkhiNXu/HxnDsm/87aVs88\nfe5rFK2qjekJgfI8PV6mCrz+PU+oMW+f6XnWQlkE3hPNXa8ZEs//Pc617TX0Da8WQAiBW68Yx1f2\nHlNZja5MqIUAHbaK/888Xq7F/Mrlw/jgno3Yc+V4h/oX98HyQgTWotL29pFlNPCJLu5fAx4vXwgM\nlXxMl6taoTrj+y6OV97anGlwKaZTWIxCjRUr1OhSYU9DvaLmWSWgEoZRTo/Xlcul5+H69WPqb5++\n75rEedMEVPkzGCz4OH5hNpHVSBgq+hhiNAGfeZm4EW0shFQ7khngpSyP1zzJ9UrypsEFtdWol0Ck\nDa9QebwCw3ihn431n8ZUtRZCCP2MXJuqRgRU67Y7TwPChuflK5JtfMcR8uPfzQ41Nmag0z2T3uDm\nvU7c49bIs96wdGheHLpOoG94tQh7NkvD69gFKQpocwQWCuywlcnxSh5f8D385nuvSX7Qrv5ZkwB1\nSSnXt9nFmMft7XtCF4EmoyRHgXAuKjpcDDA9V1U8qjwcLz7BLWUyBfNB0eIq8nPKUCMU/0yFyJhB\nUe8x1CfXp39uhwLzZtbes30l7v/5O7FlxSLn5/Rt+zTao6j/NljkchJJw3PI4mZyj4OrlqJs1xwr\nPKuRc7x4HxqBbdh12+NV77kFngxnV2uRUW2A4NLNytVu/IVKzRRQdcmx+C28R2YWaTMeL/buNeiF\n4tdhkOszPPK+tSbkbasWC9Q2a3hpZ0Bj5/nsB3c11W47scACYb2L3bHH54nXzgLIzzvpNbh0vALF\nT+n+tdhGhh1ma7ehyyeRtPvhCZHIBMqX1ag9EZJcz0oG5arV2ELDS5Wq0X+jc9bCCJ4nVBjU9jry\nPqUhS5QX4JlUwC+8dRvecpWuP2iXH2kkgzjN6OJ9SfV4sb8PFDxJrmcCqvwZD1lGER+fdo1F+xie\neEDk+qoj1Jh2njTYWY1pnLZOQdEZUrwt0uOlQ1YybJX0Gs03q9Em15sk7vhnC72C8w2Z2eDe5rwe\n/nrk+qwNa6M8N1ULM+Y/Nnvr8ibPLCT0Da8WYdvKEQDAfTesBbBwB4vLkFGLZA+MFtvgoi5JImUH\nQo18cs4yvKwdZiHHzePcm+GYXF/JpeMlf/IjxltkeLk8XnPVMCbX26HG+vdGfV7HUKb6o0OlAD97\n71bsjOu/2X3i/292k5PmQXH1lcj1dq1GQprHyxMmx8zV/tKYcD86UFDPoeoINTZqDNgcL+puN6co\n30tXcZeGl6wE4Mely3zH+9foZou+lxRQTR7j1+EiNtau/r2ZseoJKA29vEanqm1rnEf/L1+oMa/H\nK85qjNCSUGO3NC3biX6osUUQQuDFT78joduzUEON3PMVOMJO3YI9CSgDTAhsWTGCK8YbV4JuuA8C\nsYyA+3PfE4ldYiOhxsATGC4FsceL5CTqc7x4f5Y0aXgVHAkV3IvmCSR0vHgf6y0sShsu5bgtK0bw\nhQ/vViK2Wdw6FYpocnimcYZcoY7BgtTxGi4GKaFGy+PFjOq0sA49/zu3LsfXPnYn1i8dwvGYulB1\nhBobBbWbkLzp4nvtieyQfTXmeAVe0uMlrDkgd5sq1BgmzidEnHXI3kXZz+bvkRFqbOJ0Qshi2/Y5\nM9t2eO4MQeQ8ocacG2/l8VKhxnzfS21/gUaPstA3vFoIXjut08KirYK9yPAdaU8YXimLrhDAVz/W\nmnqQ9fsgS3+kykl4LGxoTeBZ+P4b1mDRQAHDpUCS63MWyXaFyFrm8UoJX5oLlvxZT5uLw/NE3Ul5\nz2adsGGQqm2OV4s2OdqIt/+eHP8DBR+VWFWd7M3MUCM7B23ObDkILkGzdaUMiSodL1Yo+tq1Y3j2\n8PmGr8+u7mBrzXUDXHrFRuAJhKoEk6xxaSrXz29eovaqYeTUhKsx3l4r75FLg2w+4OM8t3K9i+PF\n+pBZC1bpeDXWVi2UocZmDSZqtu/x6qMu5pvq3G0kOF6C63h1rVsKNneKutRJo9BVcNb4XAi1QFyz\ndhS7r1ya6conrB4bxL+4dQMAYLgYYK4aKpXybI6X/MmPaBW5nssY8HO6FL8LfmNj3hONE3Zl29Z5\nWrQjzlrI7TA2/V6u1kB3PivUyN8n8n7esH6x2Ya6Dv03HWrUz+GLP7UHc5VkQ+Et3gAAH1RJREFU\n6LEe7KzGXvB4cY+6DeIRUmHvwBemV9XhicwDus8y1Gj1RwjUECV4g63geBm6aU2cJ814ymzb8Y4E\nOQ24Ru+B0vGKIgi0LtS40JwYWegbXm0CzdELzT1q7+69Xgs1WmG1NC9Fe/uQ3aZUrpf37J7tK3HP\n9pUNt0Ecpwtx8dmsUKPibzj4WPNFQRkWeoG3Q43699hTo0RX87Xhe/nfD270JARUW8SntMPX9mcu\nYnKlli4nwcFLz4wOFPDffuIWXLfONLzUnMHaKTk4XgMF3/Cu50VRhRrNRbibb3U9jxfpeBHHy6Xj\n1ehjp3FSCcPEWBLWM/DrJIE0glZ5vNLKHGXB5fHiG6Yso6rRzM6Ex6vJW7dQaTtZ6BtebQLn+Swk\n2LtI4lbwz7oJm4dDS11HPV51dmBCNM83Go4Xbm14pZ9Q3xP9t9Emqx64FNMXs4LOzlBjg15ev4FJ\nOYvj1SoOiL3o2u2bWW/y/pQZT4iHGgcLNsfL3LzcsXV5og07PA2w5+DIamwUiSLZ8+RItRLZHC8P\ntUhzvG7bPI7tq0fV51nPKwv0Lknyt90mvdvmsa2Y+3zHOzMfuIynum07Nmd2Fm1qew0aPqaOV/Nz\n83w9m72MvuHVJnBJgYWExI7P4xl63b8ee/elCbad61s91zuX4JgvyON1Pja8skqDuLLxmjVCKPOO\ne7x4SMg0QswJPG/bfsaia8MUzjS/06oM4iyytjSm9QdkZNXCpMdrsOAn7oHNq3JBiRazdooZyvWN\ngivi8/a6KROTmdUYk8grVcnx+v33X298Pt/nnuV5SugYeq3z9reqsoTr3av7HUdYOa/h1bhyvR6z\nAo2JnrpwOYYae0Ag4PKEJ0TukEsvwaXYnEcKoVOwieT1wn7tAM0jabaQ7R2ZD4ZLscdrVhpeWc9A\nc7xadxMoy2nOIWMAmMaJDjU2NkGuHfFw5bKRXMeai5b5Wb3SM3mhx1LyPLYH23cYgrSA2WFGfnxW\nF13H0DldyvWNgozFgmVMdHM9y+J40Xiaq9acHMes51WvTUJaBqtdeaQVtqlZMqiJ83DjqVGOl+O9\nracx2Gio0chqFPmzIdNwORpefY9Xm9AKr0c3YJefCTwR1x7sDY+XEOakRb92nFwPpHp2WmF4ETlb\nebyyQo1o3eJAIHJ9per2tJihP9PwyLsYfPLWQUzceWWuY/nCay+WKluvyfhuNrnefKbcS2MvYEMl\nh+GVcW51jMMrRiHLt+9Yle8iMmB7vHqBXC8yOF50H+aqoXP8Lx0uYajoo9RgsXAjTG5/Zj0D+141\ng2IGT7ERGEKsufmU8RyB5Biu6/HKeZx9fNgqHS9LzPZyQNsMLyHEegCfB7ASQATgs1EU/aEQYimA\nvwCwCcBBAD8URdHZdvWjWyBjZaFB7SIt40ISW7vVKw0plJrcOXayb/UWUT82VpvBiBVqbLRkULNw\ncbxcbfLfgzoGaTPI8s5sXj6MT737Kty1LcmbaqwN+TMt1GhmhCWz65THq5CcVm+9cinet3Mt1i0Z\nSm3fFyLeWOh2ioGHxz/1FowNNsfZ4/2zZT+6uZ4VMkKNATO8XJvY+25Ygzu2Lms40cA0ms3PbFHW\nRr09WeCZrs2cj3837+belYiQ16Aq+B4+88M3KE29ekjqeLVmQ9T3eOVDFcAvRFH0pBBiEYAnhBBf\nA/AvAfxzFEW/J4T4JQC/BOATbexHV9AIf6WXoDkOiH/qnV8veLxkdhn/v/zZSZ6KS9eJ48N3XqnI\n8fMFhavOz1SktzHL46XY9fJH3gkyCzQZc44XAPzlT+7B8QuzeI7pSCmPj1K7b7r5BLLKVgkh8KE7\n8nnOspG+yNrZd0aWZfx3MlZdHq91S4bwBz98Q2brnud+x5aNlOp3PQeUx8sykLvJ8fqN916DdUsG\nnZ/RvaiFkdM4C3xvXkWQs7hW9rvdSg3DYTYumrnnhre5QVFTN8erfl/u27k2d/9UVmOrSwYtwPU0\nDW0zvKIoOgrgaPz7RSHECwDWAngvgIn4sP8KYBKXoeHleQs7qzHhcveaJ0m2Ap4QhrtcqL93rg+q\njlvKpPf9169pug3axU/P1eruannIaO9vvD13SCALxRRuERl1e49cUH9TEziNmTaMk1Z6HtKQZcR7\nwrwul65YFscrD3zR3oQcxfGysxrb1mJ9vPXqdKkVbtxmJZc0CpfHXLWjEhzo/60zTilhxtVuI5gP\nx0vLA+m/NRpCzAul49Uij1cjItQLBR3heAkhNgHYCeARACtjowwAjkGGIi872Lo/CwU2qZS/nL0w\n7j1rB9UOYnn9PrTfU0CG19RstS53Sd8Dc3JvBuSF2JhSgomPBboNQYNZjY0gaOECmIZ6HK/0UKP2\nCgPAoCPUmAcbxodSvT+tgA410rst/96r89R8FNobPW9qhmwbQo3DRqhx/iccHdTnyRtqzPZ4tdbw\noqxGKSfRPOVG00l6c5zOB203vIQQIwD+GsD/HkXRBT7QoyiKhBBO9q4Q4iMAPgIAK1euxOTkZFv7\nOTU11dI2llWr2Lm01vZ+txpHDs8BAI4fPwYAOHnyOCYnJ1GrVnDxwoWuX8/p07OIolD1o1IuAxA4\ncuQwJidPdaQP5Tl5j1556UVMTu1vSxtzMam9XAvhC2Te94MHywCAEyeOt/T5fOLmAWzzDmFy8nDi\nszdeL6vfn3v2WeCoj9dfk38rz83m6kcj79zzJ6vylzBs2xg8dUrWRXz0kUfw2rC5GFUqFZw4fgyT\nk5KO+sKJqvrsjddfx+TkMZRjdfmpc6fm1cf1UYRfuSn7WTeDN+Lns3/fK5icO4i9x+U1lMtzDbXZ\n6rkyDfveqKjfD8X3uBU4MqW9uGdOm8+K3u0D+/djsvY69r8u+3D06BFMTp5uqt2LZb3UvfzyS5i8\ndGBe57l0Rr973/nOAxjMqLNIOH1aju3HH3sMR0bk2J6K+zMzfbGlz/Pg+RoASa4/ffo0Zmebe2df\nOiPPN32x++tPq9BWw0sIUYA0uv57FEX/I/7zcSHE6iiKjgohVgM44fpuFEWfBfBZANi1a1c0MTHR\nzq5icnISrWyjdWfqLB6Yeh547VWsW7sGOPQ61qxajYmJ6zH88NexZPEAJiZu62r/vnj4Sbxw9oR6\nVv+4/6sAKli/bh0mJnZ0pA9Dj34dp2dncPXVV2Fi57q2tBGGEXD/lwAAA8VC5th8HvuAV17C6lWr\nMDGRzSNqBOktAk9WXgYOvAIA2HnD9bh9yzLs8w8AL7+AkaGhXO9SI++c9/JJ4IlH4ft+S99Tji8e\nfhI4fhR7du/GhnGTBP/x0kFsXzWqQq3RSyeAJx8DAGzauBETE2+SWltf+xKuWL8GExPXtaWPzYCe\nz46rtmNi13pUnz8OPPU4BgcGGrqnrZ4r03Dy8TeAvc8AALZceQUmJra25LyvnpoGHpgEAKxYvhwT\nEzepz+jdftO2rZi4bROOP/Y68PyzWLd2LSYmrmmq3blqDfj6VwAAV22Xz2A+eEnsx1cOvggAuOvO\nOxLlqVz466NPAceO4NZbb8Hm5VLC5cJsBfj6VzG+ZDEmJvbMqy8uvHD0AvDQtwEAy5ctw/TpaUxM\nzL+O7vDBM8CjD2HJ4tb2s5toWy6YkK6tzwF4IYqif88++nsAPx7//uMA/q5dfeijcXhWPF39rFNW\nolMQws3R6IZyfTvb9DxdTDlN58juTyefjjPU2MasxlYqiKdB5Sg42vjgnk1G0oIrM86PM5nnG2ps\nN4j830tZjVloF8crS0FeZSyrUGPrBFR5vdZmzjfOki0aFSB28cNoXLQKpthx8++syppu4RjoNto5\nQ9wO4AMAnhVCfDf+2y8D+D0AfymE+AkArwH4oTb2oY8GYRsy3BDrhRC7JNdr6P52tg/8Z7tQKngo\n18K6/JZuZHa6JvCgQR2vRtCJ6gn2mM8C59bw+/6ua1fjts3jre9cC2Drnc231mGn4KqN2Qr4GZpw\ntmyJVvdvvl3eVjOnWzaia6Y2Sq7nR7eLtM6NwaGij8EcHrks9ILeXKvRzqzGB5A+vu5tV7t9NIck\nuVT+PfC8nhj4vicsAdX2eVnSYGc8tQsDBR8XZ6t128kq7twuGJIeVlp6WzxefvuvsREjPq1o93/4\nFze2ulstAz0fMsDyiLp2E9y4tWtfNoOC5352APN0qXmwdR4vs535f3fZPDxerkSKtmU1sov7pXdu\nx0y51tT5bGmPywG96RPvo2uwjQq+S+6FCVoIc2HPEr1sFzpVamWgYIaG0iAcu9l2w1DPjn/VIazW\nt9eJTFLtFajfRlYJo14FhZSKgTl+e7X7/B63SssMAAaZ3Id97bacTqtD3IEnUA2jJkON2uPVaP1E\nfjgZl4UWhxq5R3H1WPNZuq6KDgsdPaBF3kcvwXbr0s9S4PVEjN23Qo00gLvB8Wp3aG8gkAtEfY+X\n2a9OwFUyqJ2hxkB5Hlp+aoVGPF68duZCSXPXAqqm7EcvbKhc4B6O5YtaZ3hlKcgni2S39h6R0dfM\n3LF0uFj/IAvK48U3DHH0oNhqOYkWjyc63eVkePU9Xn0Y0LUaYfz8t+++uuUv6Hxg66N1hePVRqFQ\nDtLyqudip0+7FmqknXMbtbY6yfHK03+XgGqvgyfKAOwaerT/7fJ4+Z7AQMHDbCVMhhotoVG/xZus\noaKkDzRztlLQeNg1bePii/SSTfNFqw2kvnJ9H5c9VKjR4jjctHFJt7pkgHZphO5kNVJf2tsOhRrr\nCqh2QFzUBg/X6ILCZrZcK6E5Xu27RjpzMxyvXoYKNfomb6lX+++3yeMFSK/XbKWcMDptA5/CZq0a\n0tLbNtfxe572rH1PtDzU2C5Dzm/3hNtB9A2vPgzYmV094OQy8P5d63Dt2jH1f+3t6XyYrd2TJ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uPTHTe7z+l6oq/vM/AkljkOQK4CXgxkmPRa9eVV1RVccxyO3SSY9H/12Sw4GvAF+d9Fg02kIs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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Gno9S2lyecnc",
        "colab_type": "text"
      },
      "source": [
        "Now let's bring back the trend and seasonality by adding the past values from t – 365:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dv6RWFq7TFGB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "outputId": "35e08cab-a842-437e-9ef8-dc99cfdcf425"
      },
      "source": [
        "diff_moving_avg_plus_past = series[split_time - 365:-365] + diff_moving_avg\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_valid, x_valid)\n",
        "plot_series(time_valid, diff_moving_avg_plus_past)\n",
        "plt.show()"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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OY+2YZ461Kz28FsmQAXSOnJpDZnap9xH1ibo4zfmE/9/4SPCHcOC+4vYwGVKy/Mz/CTf/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mLXIOSxF66wDJkYYMiEQLEibpAvSi/6MdwDL+cf9t0Aj6vZhx1CPEfg6EiOeaeJT8L3vPQa3ldR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\nIBMREREZMgVkIiIiIkP2/wHIQT1RN37QeAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "59jmBrwcTFCx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "4afeb1b4-44b1-4ffa-b4ab-285d63c55200"
      },
      "source": [
        "\n",
        "print(keras.metrics.mean_squared_error(x_valid, diff_moving_avg_plus_past).numpy())\n",
        "print(keras.metrics.mean_absolute_error(x_valid, diff_moving_avg_plus_past).numpy())"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "76.282074\n",
            "7.007173\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vx9Et1Hkeusl",
        "colab_type": "text"
      },
      "source": [
        "Better than naive forecast, good. However the forecasts look a bit too random, because we're just adding past values, which were noisy. Let's use a moving averaging on past values to remove some of the noise:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K81dtROoTE_r",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        },
        "outputId": "635f8275-5089-4a9e-90d6-a925ca9a63ee"
      },
      "source": [
        "diff_moving_avg_plus_smooth_past = moving_average_forecast(series[split_time - 370:-360], 10) + diff_moving_avg\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_valid, x_valid)\n",
        "plot_series(time_valid, diff_moving_avg_plus_smooth_past)\n",
        "plt.show()"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XW48BcLq7mYLr01wXCK6Fdh+LnN24nmZ272Y26eUANGTs0Q1kChBBJgiCIAjTQH/e5Zl9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z8ACzbC0UfhsW+SGD7CJ2ruZM7gDtj0aVj1avjGxbD5C86TpqgixYPqFaxbuZz+7bXkTIujNRfS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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iN2MsBxWTE3m",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "bb3527f8-ad22-4329-ad51-43dfe7a8bc67"
      },
      "source": [
        "print(keras.metrics.mean_squared_error(x_valid, diff_moving_avg_plus_smooth_past).numpy())\n",
        "print(keras.metrics.mean_absolute_error(x_valid, diff_moving_avg_plus_smooth_past).numpy())"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "40.902336\n",
            "5.1360006\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}
